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b/data/Metropolis2DPointing/Metropolis2DPointing.tsv new file mode 100644 index 0000000000000000000000000000000000000000..c8f17d1745648b3383dd6ad371c54e39582438e8 --- /dev/null +++ b/data/Metropolis2DPointing/Metropolis2DPointing.tsv @@ -0,0 +1,1006 @@ +index question_id image_path question A B C D +0 000000__largest_in_class_2 images_annotated/000000_000000__largest_in_class_2.jpg Point to the largest car in the image. 710,780 742,775 643,779 762,771 +1 000000__rightmost_in_class_0 images_annotated/000000_000000__rightmost_in_class_0.jpg Which is the rightmost car in the scene? 1832,721 799,777 762,771 742,775 +2 000000__pair_size_3 images_annotated/000000_000000__pair_size_3.jpg Find the larger of the two people walking on the sidewalk. 1505,557 1831,721 799,777 1392,794 +3 000005__largest_in_class_0 images_annotated/000005_000005__largest_in_class_0.jpg Which car is the largest in the scene? 710,781 741,775 643,779 761,771 +4 000005__pair_size_9 images_annotated/000005_000005__pair_size_9.jpg Point to the larger of the two people walking on the sidewalk. 1404,794 1392,795 1505,557 1831,721 +5 000005__rightmost_in_class_10 images_annotated/000005_000005__rightmost_in_class_10.jpg Tap the rightmost car in the scene. 1832,721 799,777 761,771 741,775 +6 000010__largest_in_class_0 images_annotated/000010_000010__largest_in_class_0.jpg Which car is the largest in the scene? 710,781 741,775 761,771 643,779 +7 000010__rightmost_in_class_2 images_annotated/000010_000010__rightmost_in_class_2.jpg Which car is the rightmost one? 799,777 1832,721 761,771 741,775 +8 000010__quadrant_hint_4 images_annotated/000010_000010__quadrant_hint_4.jpg Where is the road sign located in the lower right? 1505,557 1403,794 1831,721 799,777 +9 000015__largest_in_class_10 images_annotated/000015_000015__largest_in_class_10.jpg Which person is the largest in the pair walking on the sidewalk? 1505,557 1392,795 1832,721 799,777 +10 000015__pair_size_8 images_annotated/000015_000015__pair_size_8.jpg Find the smaller person in the pair walking on the sidewalk. 1402,795 1505,557 1832,721 799,777 +11 000020__rightmost_in_class_2 images_annotated/000020_000020__rightmost_in_class_2.jpg Tap the rightmost car in the scene. 799,777 1832,721 761,771 741,776 +12 000020__pair_size_4 images_annotated/000020_000020__pair_size_4.jpg Which person is the larger of the two walking together? 1505,556 1831,721 799,777 1396,795 +13 000020__quadrant_hint_1 images_annotated/000020_000020__quadrant_hint_1.jpg Where is the road sign located in the lower right quadrant? 1505,556 1406,795 1831,721 799,777 +14 000025__relation_nearest_to_unique_4 images_annotated/000025_000025__relation_nearest_to_unique_4.jpg Which car is nearest to the person on the sidewalk? 762,771 743,776 709,781 799,777 +15 000025__pair_size_1 images_annotated/000025_000025__pair_size_1.jpg Which person is the larger of the two standing on the sidewalk? 1504,556 1404,796 799,777 762,771 +16 000025__pair_size_2 images_annotated/000025_000025__pair_size_2.jpg Which person is the smaller of the two standing on the sidewalk? 1411,796 1504,556 799,777 762,771 +17 000030__quadrant_hint_0 images_annotated/000030_000030__quadrant_hint_0.jpg Point to the car on the far right side of the road. 799,777 1832,721 762,772 741,776 +18 000030__smallest_in_class_2 images_annotated/000030_000030__smallest_in_class_2.jpg Find the smallest person in the image. 1505,559 1070,707 1415,796 1831,721 +19 000030__largest_in_class_1 images_annotated/000030_000030__largest_in_class_1.jpg Find the largest person in the image. 1505,559 1407,796 1070,707 1831,721 +20 000035__unique_class_0 images_annotated/000035_000035__unique_class_0.jpg Point to the road sign on the pole. 1422,796 1831,721 799,777 1505,559 +21 000035__relation_nearest_to_unique_2 images_annotated/000035_000035__relation_nearest_to_unique_2.jpg Which person is closest to the road sign? 1505,559 1831,721 1423,796 799,777 +22 000035__pair_size_1 images_annotated/000035_000035__pair_size_1.jpg Find the larger of the two people walking on the sidewalk. 1505,559 1831,721 1413,796 799,777 +23 000040__relation_nearest_to_unique_1 images_annotated/000040_000040__relation_nearest_to_unique_1.jpg Find the car nearest to the road sign. 799,777 1832,721 762,771 741,776 +24 000040__unique_class_0 images_annotated/000040_000040__unique_class_0.jpg Point to the road sign on the pole. 1426,793 1831,721 1505,559 799,777 +25 000040__largest_in_class_3 images_annotated/000040_000040__largest_in_class_3.jpg Find the largest car in the image. 643,779 708,780 741,776 762,771 +26 000045__largest_in_class_0 images_annotated/000045_000045__largest_in_class_0.jpg Which car is the largest in the line of traffic? 643,780 709,780 742,775 762,771 +27 000045__leftmost_in_class_1 images_annotated/000045_000045__leftmost_in_class_1.jpg Which car is the leftmost in the traffic line? 643,780 709,780 742,775 79,755 +28 000045__pair_size_6 images_annotated/000045_000045__pair_size_6.jpg Point to the larger of the two people on the sidewalk. 1423,796 1505,559 1831,721 799,777 +29 000050__relation_nearest_to_unique_2 images_annotated/000050_000050__relation_nearest_to_unique_2.jpg Which car is nearest to the road sign? 1832,722 799,777 762,771 742,775 +30 000050__largest_in_class_4 images_annotated/000050_000050__largest_in_class_4.jpg Which car is the largest one in the image? 710,781 742,775 643,781 762,771 +31 000050__quadrant_hint_3 images_annotated/000050_000050__quadrant_hint_3.jpg Point to the road sign in the lower right. 1438,797 1831,722 799,777 1503,561 +32 000055__largest_in_class_6 images_annotated/000055_000055__largest_in_class_6.jpg Which car is the largest in the left lane? 709,780 742,776 762,771 645,780 +33 000055__pair_size_4 images_annotated/000055_000055__pair_size_4.jpg Which person is the larger of the two standing on the sidewalk? 1504,559 1432,798 1831,721 799,776 +34 000055__quadrant_hint_3 images_annotated/000055_000055__quadrant_hint_3.jpg Find the road sign on the right side of the street. 1503,559 1441,796 1831,721 799,776 +35 000060__smallest_in_class_10 images_annotated/000060_000060__smallest_in_class_10.jpg Which person is the smallest in the pair on the right? 1439,798 1505,559 1452,797 1832,721 +36 000060__largest_in_class_5 images_annotated/000060_000060__largest_in_class_5.jpg Which car is the largest in the group on the left side of the road? 710,780 643,780 742,776 763,771 +37 000060__pair_size_9 images_annotated/000060_000060__pair_size_9.jpg Point to the larger person standing on the right sidewalk. 1451,797 1505,559 1438,798 1832,721 +38 000065__pair_size_4 images_annotated/000065_000065__pair_size_4.jpg Which person is the larger one in the pair? 1504,560 799,777 1446,798 762,771 +39 000065__largest_in_class_1 images_annotated/000065_000065__largest_in_class_1.jpg Which car is the largest in the image? 643,779 708,781 742,775 762,771 +40 000065__relation_nearest_to_unique_3 images_annotated/000065_000065__relation_nearest_to_unique_3.jpg Which person is closest to the road sign? 1504,560 799,777 1455,799 762,771 +41 000070__relation_nearest_to_unique_3 images_annotated/000070_000070__relation_nearest_to_unique_3.jpg Which car is nearest to the road sign? 799,777 763,771 742,775 1832,721 +42 000070__unique_class_0 images_annotated/000070_000070__unique_class_0.jpg Point to the road sign on the traffic light pole. 1503,559 1462,797 1831,721 799,777 +43 000070__relation_nearest_to_unique_4 images_annotated/000070_000070__relation_nearest_to_unique_4.jpg Which person is closest to the road sign? 1504,559 1831,721 1461,797 799,777 +44 000075__rightmost_in_class_8 images_annotated/000075_000075__rightmost_in_class_8.jpg Which car is the rightmost one in the image? 1832,721 799,777 762,771 743,775 +45 000075__largest_in_class_5 images_annotated/000075_000075__largest_in_class_5.jpg Which person is the largest in the scene? 1504,559 1459,799 1832,721 799,777 +46 000080__relation_nearest_to_unique_4 images_annotated/000080_000080__relation_nearest_to_unique_4.jpg Which car is nearest to the road sign? 1832,721 799,777 762,771 743,776 +47 000080__smallest_in_class_2 images_annotated/000080_000080__smallest_in_class_2.jpg Which person is the smallest in the image? 1504,559 1831,721 799,777 1471,799 +48 000080__pair_size_3 images_annotated/000080_000080__pair_size_3.jpg Where is the larger person in the pair? 1504,559 1463,800 1831,721 799,777 +49 000085__largest_in_class_7 images_annotated/000085_000085__largest_in_class_7.jpg Which person is the largest on the right side of the road? 1505,559 1831,721 799,777 1469,800 +50 000085__relation_nearest_to_unique_5 images_annotated/000085_000085__relation_nearest_to_unique_5.jpg Point to the person standing on the right side of the crosswalk. 1478,799 1505,559 1831,721 799,777 +51 000090__relation_nearest_to_unique_6 images_annotated/000090_000090__relation_nearest_to_unique_6.jpg Which person is closest to the road sign? 1505,557 1473,800 1831,721 799,777 +52 000090__quadrant_hint_8 images_annotated/000090_000090__quadrant_hint_8.jpg Point to the road sign in the lower right quadrant. 1505,557 1472,800 1831,721 799,777 +53 000095__quadrant_hint_2 images_annotated/000095_000095__quadrant_hint_2.jpg Point to the car in the lower right quadrant. 800,777 762,772 1832,721 741,776 +54 000095__smallest_in_class_3 images_annotated/000095_000095__smallest_in_class_3.jpg Where is the smallest person in the image? 1505,557 1831,721 800,777 1488,801 +55 000095__unique_class_4 images_annotated/000095_000095__unique_class_4.jpg Tap the road sign on the pole. 1479,800 1831,721 1505,557 800,777 +56 000100__largest_in_class_3 images_annotated/000100_000100__largest_in_class_3.jpg Which car is the largest in the group on the left side of the road? 709,781 643,780 742,775 762,772 +57 000100__pair_size_5 images_annotated/000100_000100__pair_size_5.jpg Which person is the larger of the two standing together on the right? 1504,557 1831,721 1484,802 800,777 +58 000100__rightmost_in_class_7 images_annotated/000100_000100__rightmost_in_class_7.jpg Which car is the rightmost one in the image? 800,777 762,772 742,775 1832,721 +59 000105__largest_in_class_0 images_annotated/000105_000105__largest_in_class_0.jpg Which car is the largest in the scene? 707,781 643,780 740,776 761,771 +60 000105__quadrant_hint_8 images_annotated/000105_000105__quadrant_hint_8.jpg Point to the car on the far right side of the image. 798,777 761,771 1832,721 740,776 +61 000105__smallest_in_class_3 images_annotated/000105_000105__smallest_in_class_3.jpg Find the smallest car in the image. 25,740 47,746 76,756 644,780 +62 000110__relation_left_of_unique_2 images_annotated/000110_000110__relation_left_of_unique_2.jpg Where is the person standing to the left of the other person? 1506,804 1504,557 1831,721 1494,804 +63 000110__unique_class_0 images_annotated/000110_000110__unique_class_0.jpg Point to the road sign on the traffic light pole. 1503,557 1506,804 1494,804 1831,721 +64 000115__relation_right_of_unique_3 images_annotated/000115_000115__relation_right_of_unique_3.jpg Point to the person on the right side of the pair. 1505,559 1511,803 1831,721 799,777 +65 000115__largest_in_class_4 images_annotated/000115_000115__largest_in_class_4.jpg Which person is the largest in the image? 1505,559 1831,721 799,777 1501,804 +66 000120__rightmost_in_class_0 images_annotated/000120_000120__rightmost_in_class_0.jpg Find the rightmost car in the scene. 799,777 762,772 1832,722 739,776 +67 000120__unique_class_1 images_annotated/000120_000120__unique_class_1.jpg Where is the road sign in the image? 1503,559 1509,804 1523,804 1831,722 +68 000120__largest_in_class_2 images_annotated/000120_000120__largest_in_class_2.jpg Which car is the largest in the image? 704,781 739,776 762,772 643,780 +69 000125__largest_in_class_3 images_annotated/000125_000125__largest_in_class_3.jpg Find the largest person on the sidewalk. 1513,805 1527,806 1505,557 799,776 +70 000125__relation_nearest_to_unique_5 images_annotated/000125_000125__relation_nearest_to_unique_5.jpg Point to the car that is nearest to the person on the sidewalk. 760,772 739,776 799,777 701,781 +71 000125__pair_size_0 images_annotated/000125_000125__pair_size_0.jpg Which person is the smaller one standing on the sidewalk? 1513,805 1505,557 1526,806 799,776 +72 000130__largest_in_class_5 images_annotated/000130_000130__largest_in_class_5.jpg Find the largest car in the line of traffic. 701,782 643,780 739,776 761,772 +73 000130__smallest_in_class_3 images_annotated/000130_000130__smallest_in_class_3.jpg Which person is the smallest in the image? 1532,804 1505,560 1831,721 799,776 +74 000130__pair_size_2 images_annotated/000130_000130__pair_size_2.jpg Which person is the larger of the two standing on the sidewalk? 1505,560 1831,721 1526,804 799,776 +75 000135__rightmost_in_class_1 images_annotated/000135_000135__rightmost_in_class_1.jpg Which car is the rightmost one in the scene? 1832,721 798,778 761,771 737,776 +76 000135__relation_nearest_to_unique_0 images_annotated/000135_000135__relation_nearest_to_unique_0.jpg Find the car nearest to the person with the umbrella. 1504,556 1831,721 798,778 1538,806 +77 000140__relation_nearest_to_unique_9 images_annotated/000140_000140__relation_nearest_to_unique_9.jpg Find the road sign nearest to the person with the umbrella. 1505,559 1831,721 1513,683 798,778 +78 000140__quadrant_hint_2 images_annotated/000140_000140__quadrant_hint_2.jpg Where is the road sign in the lower right quadrant? 1544,806 1505,559 1831,721 798,778 +79 000145__smallest_in_class_2 images_annotated/000145_000145__smallest_in_class_2.jpg Find the smallest person in the image. 1556,804 1505,559 1831,721 1569,804 +80 000145__largest_in_class_1 images_annotated/000145_000145__largest_in_class_1.jpg Where is the largest person in the scene? 1568,804 1505,559 1831,721 1555,804 +81 000150__largest_in_class_1 images_annotated/000150_000150__largest_in_class_1.jpg Which car is the largest in the group? 733,776 760,772 797,778 685,784 +82 000150__relation_nearest_to_unique_5 images_annotated/000150_000150__relation_nearest_to_unique_5.jpg Which person is closest to the road sign? 1504,556 1831,721 1572,806 797,778 +83 000150__pair_size_4 images_annotated/000150_000150__pair_size_4.jpg Which person is the smaller of the two? 1504,556 1580,806 1831,721 797,778 +84 000155__smallest_in_class_1 images_annotated/000155_000155__smallest_in_class_1.jpg Which car is the smallest in the image? 730,778 760,773 797,780 681,786 +85 000155__quadrant_hint_0 images_annotated/000155_000155__quadrant_hint_0.jpg Point to the car on the far right side of the road. 797,780 760,773 1832,723 730,778 +86 000155__unique_class_2 images_annotated/000155_000155__unique_class_2.jpg Where is the road sign in the scene? 1578,807 1831,722 797,780 1505,561 +87 000160__largest_in_class_1 images_annotated/000160_000160__largest_in_class_1.jpg Which car is the largest in the group on the left side of the road? 638,782 731,778 758,773 676,786 +88 000160__rightmost_in_class_4 images_annotated/000160_000160__rightmost_in_class_4.jpg Find the rightmost car in the image. 1832,723 796,779 758,773 731,778 +89 000160__quadrant_hint_5 images_annotated/000160_000160__quadrant_hint_5.jpg Which road sign is in the lower-right section of the image? 1600,808 1832,723 1507,561 796,779 +90 000165__rightmost_in_class_0 images_annotated/000165_000165__rightmost_in_class_0.jpg Point to the rightmost car in the scene. 794,781 759,774 729,780 1832,723 +91 000165__unique_class_1 images_annotated/000165_000165__unique_class_1.jpg Where is the person standing on the sidewalk? 1832,723 1509,560 794,781 1617,810 +92 000170__largest_in_class_1 images_annotated/000170_000170__largest_in_class_1.jpg Which car is the largest in the scene? 664,789 729,780 757,774 793,782 +93 000170__pair_size_5 images_annotated/000170_000170__pair_size_5.jpg Which person is the larger of the two walking together? 1833,723 1619,812 1513,559 793,782 +94 000170__quadrant_hint_4 images_annotated/000170_000170__quadrant_hint_4.jpg Where is the road sign located in the lower right quadrant? 1619,812 1833,723 793,782 1513,559 +95 000175__quadrant_hint_0 images_annotated/000175_000175__quadrant_hint_0.jpg Point to the car in the lower right corner of the image. 794,786 756,778 1834,725 728,784 +96 000175__largest_in_class_3 images_annotated/000175_000175__largest_in_class_3.jpg Which car is the largest in the scene? 700,774 728,784 756,778 657,794 +97 000180__rightmost_in_class_0 images_annotated/000180_000180__rightmost_in_class_0.jpg Find the rightmost car in the scene. 792,788 754,777 726,785 1836,728 +98 000180__largest_in_class_2 images_annotated/000180_000180__largest_in_class_2.jpg Which person is the largest in the image? 1674,819 1835,728 1659,821 1527,560 +99 000185__largest_in_class_5 images_annotated/000185_000185__largest_in_class_5.jpg Point to the largest car on the road. 636,798 699,781 726,786 753,777 +100 000185__quadrant_hint_3 images_annotated/000185_000185__quadrant_hint_3.jpg Which car is in the lower right corner of the image? 791,789 1837,728 753,777 726,786 +101 000185__unique_class_1 images_annotated/000185_000185__unique_class_1.jpg Point to the road sign on the pole near the people. 1680,823 1837,728 791,789 1538,558 +102 000190__pair_size_0 images_annotated/000190_000190__pair_size_0.jpg Point to the smaller person walking on the right side of the pair. 1704,817 1840,729 1551,554 1718,809 +103 000190__largest_in_class_3 images_annotated/000190_000190__largest_in_class_3.jpg Point to the largest car in the left lane. 679,784 697,781 626,801 724,787 +104 000190__relation_nearest_to_unique_1 images_annotated/000190_000190__relation_nearest_to_unique_1.jpg Where is the person standing closest to the white car? 1705,816 1719,809 1840,729 1551,554 +105 000195__relation_nearest_to_unique_10 images_annotated/000195_000195__relation_nearest_to_unique_10.jpg Which car is closest to the person holding an umbrella? 1740,1078 788,790 1841,728 753,777 +106 000195__pair_size_7 images_annotated/000195_000195__pair_size_7.jpg Point to the smaller person standing on the right. 1749,796 1842,728 1740,1078 1570,548 +107 000195__pair_size_11 images_annotated/000195_000195__pair_size_11.jpg Point to the larger person standing on the left. 1842,728 1740,798 1740,1078 1570,548 +108 000200__relation_nearest_to_unique_5 images_annotated/000200_000200__relation_nearest_to_unique_5.jpg Which car is nearest to the person on the right? 1726,1079 786,792 753,778 1839,729 +109 000200__bottommost_in_class_4 images_annotated/000200_000200__bottommost_in_class_4.jpg Which person is at the bottom of the pair? 1783,759 1840,729 1774,789 1726,1079 +110 000200__relation_nearest_to_unique_6 images_annotated/000200_000200__relation_nearest_to_unique_6.jpg Which person is nearest to the car on the far right? 1784,759 1775,790 1840,729 1591,542 +111 000205__unique_class_0 images_annotated/000205_000205__unique_class_0.jpg Point to the person holding an umbrella on the right. 1617,534 1714,1079 1818,739 784,794 +112 000205__quadrant_hint_1 images_annotated/000205_000205__quadrant_hint_1.jpg Point to the road sign in the upper right section. 1818,739 1714,1079 784,794 1617,534 +113 000210__relation_nearest_to_unique_9 images_annotated/000210_000210__relation_nearest_to_unique_9.jpg Find the white car that is nearest to the road sign. 782,795 748,779 1705,1079 715,790 +114 000210__quadrant_hint_4 images_annotated/000210_000210__quadrant_hint_4.jpg Where is the road sign located in the upper right quadrant? 1649,524 1705,1079 782,795 748,779 +115 000215__leftmost_in_class_4 images_annotated/000215_000215__leftmost_in_class_4.jpg Which car is the leftmost one in the image? 33,761 508,822 633,790 675,785 +116 000215__pair_size_7 images_annotated/000215_000215__pair_size_7.jpg Point to the larger of the two road signs. 1089,712 1690,512 1699,1079 834,776 +117 000215__largest_in_class_0 images_annotated/000215_000215__largest_in_class_0.jpg Find the largest car in the image. 1699,1079 834,776 815,785 780,795 +118 000220__rightmost_in_class_8 images_annotated/000220_000220__rightmost_in_class_8.jpg Point to the car that is farthest to the right. 835,774 814,784 1693,1079 777,794 +119 000220__leftmost_in_class_6 images_annotated/000220_000220__leftmost_in_class_6.jpg Find the car that is farthest to the left in the image. 25,759 464,830 631,788 672,782 +120 000220__largest_in_class_3 images_annotated/000220_000220__largest_in_class_3.jpg Point to the largest road sign in the scene. 1733,477 1094,710 1693,1079 1738,494 +121 000225__rightmost_in_class_0 images_annotated/000225_000225__rightmost_in_class_0.jpg Point to the car that is furthest to the right. 835,774 813,785 1690,1079 774,795 +122 000225__smallest_in_class_2 images_annotated/000225_000225__smallest_in_class_2.jpg Which road sign is the smallest? 1793,476 835,774 813,785 1098,708 +123 000230__rightmost_in_class_1 images_annotated/000230_000230__rightmost_in_class_1.jpg Tap the car that is positioned furthest to the right. 1686,1079 834,774 811,785 769,797 +124 000230__largest_in_class_0 images_annotated/000230_000230__largest_in_class_0.jpg Find the largest road sign in the image. 1102,707 1686,1079 1859,454 834,774 +125 000235__rightmost_in_class_2 images_annotated/000235_000235__rightmost_in_class_2.jpg Tap the car that is furthest to the right. 833,773 808,785 763,799 1686,1079 +126 000235__smallest_in_class_1 images_annotated/000235_000235__smallest_in_class_1.jpg Find the smallest road sign in the image. 1108,706 1903,439 833,773 808,785 +127 000240__leftmost_in_class_5 images_annotated/000240_000240__leftmost_in_class_5.jpg Point to the leftmost car in the image. 616,785 129,904 686,787 757,799 +128 000240__relation_right_of_unique_1 images_annotated/000240_000240__relation_right_of_unique_1.jpg Point to the car on the far right of the image. 1684,1079 827,778 757,799 686,787 +129 000240__relation_nearest_to_unique_0 images_annotated/000240_000240__relation_nearest_to_unique_0.jpg Which car is nearest to the white car on the right? 757,799 686,787 828,778 616,785 +130 000245__largest_in_class_4 images_annotated/000245_000245__largest_in_class_4.jpg Point to the largest car in the image. 1684,1079 825,777 791,785 748,802 +131 000245__smallest_in_class_5 images_annotated/000245_000245__smallest_in_class_5.jpg Find the smallest car in the line of traffic. 791,785 748,802 826,777 678,787 +132 000245__leftmost_in_class_0 images_annotated/000245_000245__leftmost_in_class_0.jpg Point to the leftmost car in the line of traffic. 678,787 612,784 748,802 791,785 +133 000250__largest_in_class_5 images_annotated/000250_000250__largest_in_class_5.jpg Find the largest car in the image. 823,776 786,785 739,805 1684,1079 +134 000250__smallest_in_class_1 images_annotated/000250_000250__smallest_in_class_1.jpg Find the smallest car in the image. 824,777 786,785 739,805 670,787 +135 000250__leftmost_in_class_4 images_annotated/000250_000250__leftmost_in_class_4.jpg Where is the leftmost car in the line of traffic? 670,787 739,805 607,783 786,785 +136 000255__quadrant_hint_1 images_annotated/000255_000255__quadrant_hint_1.jpg Find the car in the lower right corner of the image. 819,777 778,787 727,809 1684,1077 +137 000255__relation_nearest_to_unique_2 images_annotated/000255_000255__relation_nearest_to_unique_2.jpg Which car is closest to the road sign? 778,787 727,809 820,777 659,788 +138 000255__unique_class_3 images_annotated/000255_000255__unique_class_3.jpg Where is the road sign in the scene? 1131,696 819,777 778,787 727,809 +139 000260__quadrant_hint_3 images_annotated/000260_000260__quadrant_hint_3.jpg Which car is on the far right of the image? 825,769 816,777 781,788 1686,1078 +140 000260__relation_nearest_to_unique_1 images_annotated/000260_000260__relation_nearest_to_unique_1.jpg Which car is nearest to the road sign? 826,769 816,777 781,788 710,815 +141 000260__unique_class_0 images_annotated/000260_000260__unique_class_0.jpg Where is the person standing on the sidewalk? 380,777 588,785 643,788 710,815 +142 000265__relation_right_of_unique_2 images_annotated/000265_000265__relation_right_of_unique_2.jpg Point to the white car on the right side of the road. 1686,1078 824,769 812,777 773,790 +143 000265__quadrant_hint_0 images_annotated/000265_000265__quadrant_hint_0.jpg Where is the person standing on the left side of the road? 579,785 623,789 688,822 363,777 +144 000265__relation_nearest_to_unique_1 images_annotated/000265_000265__relation_nearest_to_unique_1.jpg Which car is nearest to the person? 623,789 688,822 580,785 773,790 +145 000270__relation_right_of_unique_4 images_annotated/000270_000270__relation_right_of_unique_4.jpg Which car is to the right of the white car? 822,769 808,777 762,792 1688,1078 +146 000270__leftmost_in_class_2 images_annotated/000270_000270__leftmost_in_class_2.jpg Point to the leftmost car in the line of traffic. 662,832 570,784 762,792 808,777 +147 000270__unique_class_3 images_annotated/000270_000270__unique_class_3.jpg Where is the person standing on the sidewalk? 570,784 662,832 762,792 340,777 +148 000275__leftmost_in_class_1 images_annotated/000275_000275__leftmost_in_class_1.jpg Point to the leftmost car in the line of traffic. 624,849 748,798 803,781 819,772 +149 000275__relation_nearest_to_unique_4 images_annotated/000275_000275__relation_nearest_to_unique_4.jpg Find the car nearest to the road sign. 803,781 820,772 748,798 624,849 +150 000275__quadrant_hint_0 images_annotated/000275_000275__quadrant_hint_0.jpg Where is the person located in the lower-left portion of the image? 317,778 624,849 748,798 803,781 +151 000280__largest_in_class_0 images_annotated/000280_000280__largest_in_class_0.jpg Which car is the largest in the scene? 794,784 733,803 570,871 1693,1079 +152 000280__leftmost_in_class_2 images_annotated/000280_000280__leftmost_in_class_2.jpg Find the leftmost car in the line of traffic. 733,803 570,870 794,784 1693,1079 +153 000280__quadrant_hint_1 images_annotated/000280_000280__quadrant_hint_1.jpg Point to the road sign in the lower right section. 1173,684 794,784 733,803 570,871 +154 000285__largest_in_class_4 images_annotated/000285_000285__largest_in_class_4.jpg Which car is the largest in the scene? 811,777 788,789 1695,1079 709,812 +155 000285__leftmost_in_class_1 images_annotated/000285_000285__leftmost_in_class_1.jpg Point to the black car on the left side of the road. 484,908 709,812 788,789 811,777 +156 000285__quadrant_hint_2 images_annotated/000285_000285__quadrant_hint_2.jpg Where is the road sign in the lower right quadrant? 811,777 788,789 709,812 1185,684 +157 000290__largest_in_class_0 images_annotated/000290_000290__largest_in_class_0.jpg Find the largest car in the image. 807,783 778,796 684,824 1699,1079 +158 000290__leftmost_in_class_4 images_annotated/000290_000290__leftmost_in_class_4.jpg Point to the leftmost car. 336,982 684,824 778,796 807,783 +159 000290__smallest_in_class_1 images_annotated/000290_000290__smallest_in_class_1.jpg Find the smallest car. 778,796 806,783 684,824 336,982 +160 000295__rightmost_in_class_1 images_annotated/000295_000295__rightmost_in_class_1.jpg Which car is the rightmost one in the scene? 801,783 769,799 658,833 1705,1079 +161 000295__pair_size_3 images_annotated/000295_000295__pair_size_3.jpg Which road sign is larger than the other one? 1212,679 517,818 326,575 658,833 +162 000295__pair_size_0 images_annotated/000295_000295__pair_size_0.jpg Which road sign is smaller than the other one? 1212,679 326,575 801,783 769,799 +163 000300__largest_in_class_2 images_annotated/000300_000300__largest_in_class_2.jpg Point to the largest car in the scene. 800,782 1711,1079 755,800 619,841 +164 000300__smallest_in_class_0 images_annotated/000300_000300__smallest_in_class_0.jpg Point to the smallest road sign in the scene. 1230,670 299,563 1710,1079 1356,643 +165 000300__leftmost_in_class_4 images_annotated/000300_000300__leftmost_in_class_4.jpg Find the black car on the far left of the road. 454,821 619,841 755,800 161,1012 +166 000305__leftmost_in_class_1 images_annotated/000305_000305__leftmost_in_class_1.jpg Point to the leftmost car in the line of traffic. 568,858 746,802 392,831 797,783 +167 000305__unique_class_3 images_annotated/000305_000305__unique_class_3.jpg Point to the person group on the sidewalk. 106,758 269,555 392,830 568,858 +168 000305__relation_nearest_to_unique_2 images_annotated/000305_000305__relation_nearest_to_unique_2.jpg Find the road sign nearest to the person group. 1250,664 269,555 1394,631 105,758 +169 000310__closest_to_center_3 images_annotated/000310_000310__closest_to_center_3.jpg Where is the road sign closest to the center of the image? 1273,657 1438,617 235,544 836,761 +170 000310__rightmost_in_class_4 images_annotated/000310_000310__rightmost_in_class_4.jpg Point to the road sign that is farthest to the right. 1273,657 235,544 1438,617 1800,718 +171 000310__closest_to_center_2 images_annotated/000310_000310__closest_to_center_2.jpg Point to the car closest to the center of the image. 791,785 835,761 729,810 678,784 +172 000315__leftmost_in_class_4 images_annotated/000315_000315__leftmost_in_class_4.jpg Point to the leftmost car in the scene. 346,951 590,804 616,784 660,788 +173 000315__largest_in_class_8 images_annotated/000315_000315__largest_in_class_8.jpg Tap the largest car in the image. 1810,713 1732,1079 835,762 784,786 +174 000315__quadrant_hint_0 images_annotated/000315_000315__quadrant_hint_0.jpg Point to the green street sign on the left. 1298,648 196,534 1492,602 345,952 +175 000320__largest_in_class_1 images_annotated/000320_000320__largest_in_class_1.jpg Find the largest car on the left side of the road. 530,817 234,1014 599,785 686,828 +176 000320__bottommost_in_class_0 images_annotated/000320_000320__bottommost_in_class_0.jpg Point to the white car on the far right. 1818,709 774,791 1740,1073 686,828 +177 000320__quadrant_hint_3 images_annotated/000320_000320__quadrant_hint_3.jpg Where is the green street sign on the left side of the road? 1327,639 1556,581 530,817 152,519 +178 000325__largest_in_class_4 images_annotated/000325_000325__largest_in_class_4.jpg Which car is the largest and on the far right? 1827,704 830,760 1747,1070 812,768 +179 000325__bottommost_in_class_5 images_annotated/000325_000325__bottommost_in_class_5.jpg Where is the road sign that is lowest in the frame? 1636,554 1361,626 101,502 1827,704 +180 000325__leftmost_in_class_1 images_annotated/000325_000325__leftmost_in_class_1.jpg Find the red car on the far left side of the road. 397,813 479,825 581,780 115,1015 +181 000330__largest_in_class_3 images_annotated/000330_000330__largest_in_class_3.jpg Which car is the largest in the image? 1836,702 1757,1071 827,762 806,771 +182 000330__quadrant_hint_1 images_annotated/000330_000330__quadrant_hint_1.jpg Point to the road sign on the left side of the street. 46,485 1403,615 1736,525 368,818 +183 000330__rightmost_in_class_2 images_annotated/000330_000330__rightmost_in_class_2.jpg Find the rightmost road sign. 1403,615 1736,525 46,485 1836,702 +184 000335__leftmost_in_class_1 images_annotated/000335_000335__leftmost_in_class_1.jpg Point to the leftmost car in the line of traffic. 344,851 524,908 735,810 800,778 +185 000335__bottommost_in_class_3 images_annotated/000335_000335__bottommost_in_class_3.jpg Tap the car that is at the bottom of the image. 1845,704 1768,1075 824,767 800,778 +186 000335__pair_size_2 images_annotated/000335_000335__pair_size_2.jpg Find the larger of the two road signs. 15,466 1845,704 1452,605 1768,1075 +187 000340__bottommost_in_class_1 images_annotated/000340_000340__bottommost_in_class_1.jpg Which car is at the bottom of the image? 388,978 220,860 616,799 718,819 +188 000340__leftmost_in_class_2 images_annotated/000340_000340__leftmost_in_class_2.jpg Point to the leftmost car in the image. 388,978 616,799 718,819 221,860 +189 000340__relation_nearest_to_unique_5 images_annotated/000340_000340__relation_nearest_to_unique_5.jpg Find the car nearest to the road sign. 823,765 1855,698 794,777 718,819 +190 000345__largest_in_class_0 images_annotated/000345_000345__largest_in_class_0.jpg Which car is the largest in the scene? 568,808 267,1020 697,827 787,778 +191 000345__rightmost_in_class_4 images_annotated/000345_000345__rightmost_in_class_4.jpg Which car is the rightmost in the scene? 820,763 1866,694 787,778 697,827 +192 000345__unique_class_5 images_annotated/000345_000345__unique_class_5.jpg Point to the road sign. 1867,694 820,763 1590,561 787,778 +193 000350__largest_in_class_6 images_annotated/000350_000350__largest_in_class_6.jpg Find the largest car in the image. 161,1014 279,824 409,816 534,815 +194 000350__smallest_in_class_1 images_annotated/000350_000350__smallest_in_class_1.jpg Which car is the smallest in the scene? 780,779 820,764 669,837 534,815 +195 000350__relation_nearest_to_unique_7 images_annotated/000350_000350__relation_nearest_to_unique_7.jpg Which car is nearest to the road sign? 819,764 780,779 1878,693 669,837 +196 000355__smallest_in_class_2 images_annotated/000355_000355__smallest_in_class_2.jpg Which car is the smallest one in the image? 774,780 818,764 629,855 489,826 +197 000355__quadrant_hint_6 images_annotated/000355_000355__quadrant_hint_6.jpg Point to the car in the lower right corner. 1889,689 818,764 774,780 629,855 +198 000355__quadrant_hint_1 images_annotated/000355_000355__quadrant_hint_1.jpg Find the sign in the upper right corner of the image. 1890,689 818,764 774,780 1807,491 +199 000360__largest_in_class_6 images_annotated/000360_000360__largest_in_class_6.jpg Where is the largest car in the image? 425,831 572,881 727,772 769,781 +200 000360__rightmost_in_class_1 images_annotated/000360_000360__rightmost_in_class_1.jpg Which car is the rightmost one in the scene? 817,763 804,768 1901,685 769,781 +201 000360__leftmost_in_class_0 images_annotated/000360_000360__leftmost_in_class_0.jpg Point to the black truck parked on the far left. 338,825 142,850 425,831 572,881 +202 000365__bottommost_in_class_2 images_annotated/000365_000365__bottommost_in_class_2.jpg Where is the car that is lowest in the frame? 289,814 474,927 690,779 723,770 +203 000365__quadrant_hint_8 images_annotated/000365_000365__quadrant_hint_8.jpg Point to the car on the far right edge of the image. 816,761 802,766 1907,680 763,780 +204 000365__leftmost_in_class_0 images_annotated/000365_000365__leftmost_in_class_0.jpg Point to the black pickup truck parked on the left. 289,814 474,927 119,854 690,779 +205 000370__largest_in_class_4 images_annotated/000370_000370__largest_in_class_4.jpg Point to the largest car on the road. 303,1020 51,759 615,793 678,779 +206 000370__leftmost_in_class_5 images_annotated/000370_000370__leftmost_in_class_5.jpg Which car is positioned furthest to the left? 303,1019 615,793 52,759 678,779 +207 000370__smallest_in_class_3 images_annotated/000370_000370__smallest_in_class_3.jpg Find the smallest car in the image. 716,769 678,779 756,780 798,765 +208 000375__largest_in_class_3 images_annotated/000375_000375__largest_in_class_3.jpg Point to the largest car on the left side of the road. 236,1015 571,803 669,782 747,785 +209 000380__leftmost_in_class_4 images_annotated/000380_000380__leftmost_in_class_4.jpg Point to the leftmost car in the scene. 150,884 391,817 542,810 617,780 +210 000385__largest_in_class_0 images_annotated/000385_000385__largest_in_class_0.jpg Which car on the left is the largest? 360,823 106,846 508,818 578,785 +211 000385__smallest_in_class_5 images_annotated/000385_000385__smallest_in_class_5.jpg Find the smallest car among the group on the right. 578,785 605,781 646,790 508,818 +212 000390__largest_in_class_0 images_annotated/000390_000390__largest_in_class_0.jpg Which car is the largest in the scene? 467,826 324,828 558,789 64,854 +213 000390__leftmost_in_class_1 images_annotated/000390_000390__leftmost_in_class_1.jpg Point to the leftmost car on the road. 324,828 467,826 558,789 63,854 +214 000390__smallest_in_class_2 images_annotated/000390_000390__smallest_in_class_2.jpg Find the smallest car in the image. 779,773 710,800 804,764 632,792 +215 000395__largest_in_class_3 images_annotated/000395_000395__largest_in_class_3.jpg Find the largest car in the line of traffic. 538,797 278,835 617,797 415,838 +216 000395__leftmost_in_class_4 images_annotated/000395_000395__leftmost_in_class_4.jpg Where is the leftmost car in the traffic line? 415,838 538,797 617,797 278,835 +217 000395__smallest_in_class_0 images_annotated/000395_000395__smallest_in_class_0.jpg Point to the smallest car on the road. 773,777 692,810 803,767 617,797 +218 000400__leftmost_in_class_7 images_annotated/000400_000400__leftmost_in_class_7.jpg Tap the leftmost car in the image. 344,856 479,777 515,801 228,846 +219 000400__closest_to_center_1 images_annotated/000400_000400__closest_to_center_1.jpg Point to the car closest to the center of the image. 765,783 803,769 668,821 597,802 +220 000400__smallest_in_class_5 images_annotated/000400_000400__smallest_in_class_5.jpg Find the smallest car in the image. 515,801 597,802 478,777 344,856 +221 000405__smallest_in_class_6 images_annotated/000405_000405__smallest_in_class_6.jpg Find the smallest car on the road. 757,788 799,770 634,835 568,808 +222 000405__largest_in_class_1 images_annotated/000405_000405__largest_in_class_1.jpg Which car is the largest in the scene? 164,857 446,778 495,806 250,874 +223 000405__leftmost_in_class_3 images_annotated/000405_000405__leftmost_in_class_3.jpg Point to the leftmost car in the image. 250,874 446,778 163,858 495,806 +224 000410__leftmost_in_class_6 images_annotated/000410_000410__leftmost_in_class_6.jpg Where is the leftmost car in the image? 429,773 156,906 475,811 587,857 +225 000410__closest_to_center_2 images_annotated/000410_000410__closest_to_center_2.jpg Find the car closest to the center of the image. 750,793 709,778 797,773 587,857 +226 000410__smallest_in_class_1 images_annotated/000410_000410__smallest_in_class_1.jpg Point to the smallest car in the scene. 708,778 750,793 797,773 587,857 +227 000415__closest_bottom_edge_4 images_annotated/000415_000415__closest_bottom_edge_4.jpg Which car is closest to the bottom edge of the frame? 118,852 412,777 88,907 514,885 +228 000415__closest_to_center_0 images_annotated/000415_000415__closest_to_center_0.jpg Find the car closest to the center of the image. 738,798 681,778 795,776 653,794 +229 000415__largest_in_class_3 images_annotated/000415_000415__largest_in_class_3.jpg Where is the largest car in the image? 412,777 515,885 653,794 681,778 +230 000420__largest_in_class_3 images_annotated/000420_000420__largest_in_class_3.jpg Point to the largest car in the scene. 626,797 392,939 676,779 60,872 +231 000420__closest_to_center_2 images_annotated/000420_000420__closest_to_center_2.jpg Which car is closest to the center of the image? 726,806 676,779 626,797 795,779 +232 000420__leftmost_in_class_5 images_annotated/000420_000420__leftmost_in_class_5.jpg Which car is the leftmost one in the image? 391,938 626,797 60,872 676,779 +233 000425__smallest_in_class_0 images_annotated/000425_000425__smallest_in_class_0.jpg Point to the smallest car in the scene. 787,780 710,813 607,805 501,832 +234 000425__largest_in_class_4 images_annotated/000425_000425__largest_in_class_4.jpg Tap the largest car on the road. 501,832 607,805 710,813 250,1020 +235 000430__smallest_in_class_4 images_annotated/000430_000430__smallest_in_class_4.jpg Where is the smallest car on the road? 688,822 587,811 781,788 435,845 +236 000430__leftmost_in_class_1 images_annotated/000430_000430__leftmost_in_class_1.jpg Point to the leftmost car in the image. 435,845 150,1019 587,811 688,822 +237 000435__rightmost_in_class_2 images_annotated/000435_000435__rightmost_in_class_2.jpg Point to the car that is farthest to the right. 776,792 661,836 560,819 379,863 +238 000435__largest_in_class_3 images_annotated/000435_000435__largest_in_class_3.jpg Where is the largest car in the image? 378,863 560,819 661,836 776,792 +239 000440__closest_right_edge_4 images_annotated/000440_000440__closest_right_edge_4.jpg Find the car closest to the right edge of the image. 770,796 723,779 621,858 522,826 +240 000440__leftmost_in_class_0 images_annotated/000440_000440__leftmost_in_class_0.jpg Point to the leftmost car on the road. 475,820 307,882 522,826 621,858 +241 000440__smallest_in_class_5 images_annotated/000440_000440__smallest_in_class_5.jpg Where is the smallest car in the image? 770,796 621,858 724,779 522,826 +242 000445__largest_in_class_1 images_annotated/000445_000445__largest_in_class_1.jpg Find the largest car in the scene. 438,826 207,904 562,882 687,796 +243 000445__closest_right_edge_0 images_annotated/000445_000445__closest_right_edge_0.jpg Point to the car closest to the right edge of the road. 718,783 687,796 762,800 562,882 +244 000445__smallest_in_class_3 images_annotated/000445_000445__smallest_in_class_3.jpg Tap the smallest car in the image. 687,796 718,783 763,800 562,882 +245 000450__leftmost_in_class_2 images_annotated/000450_000450__leftmost_in_class_2.jpg Which car is on the far left of the scene? 465,918 148,932 666,799 756,804 +246 000450__closest_to_center_1 images_annotated/000450_000450__closest_to_center_1.jpg Where is the car closest to the center of the road? 666,799 465,918 147,932 756,804 +247 000450__smallest_in_class_0 images_annotated/000450_000450__smallest_in_class_0.jpg Point to the smallest car on the road. 756,804 465,918 666,799 147,932 +248 000455__rightmost_in_class_2 images_annotated/000455_000455__rightmost_in_class_2.jpg Where is the rightmost car on the road? 650,803 747,808 569,801 288,994 +249 000455__leftmost_in_class_0 images_annotated/000455_000455__leftmost_in_class_0.jpg Point to the leftmost car in the image. 569,801 650,803 746,808 288,994 +250 000455__smallest_in_class_1 images_annotated/000455_000455__smallest_in_class_1.jpg Find the smallest car on the road. 568,801 650,803 746,808 288,994 +251 000460__closest_to_center_5 images_annotated/000460_000460__closest_to_center_5.jpg Tap the car closest to the center of the image. 635,806 547,803 733,813 471,812 +252 000460__largest_in_class_0 images_annotated/000460_000460__largest_in_class_0.jpg Which car is the largest in the scene? 414,843 471,812 211,1027 547,803 +253 000460__smallest_in_class_2 images_annotated/000460_000460__smallest_in_class_2.jpg Find the smallest car on the road. 471,812 635,806 414,843 547,803 +254 000465__largest_in_class_3 images_annotated/000465_000465__largest_in_class_3.jpg Find the largest car in the line of traffic. 294,877 198,785 439,819 67,868 +255 000465__rightmost_in_class_6 images_annotated/000465_000465__rightmost_in_class_6.jpg Tap the car that is farthest to the right on the road. 614,809 528,804 718,819 439,819 +256 000465__smallest_in_class_4 images_annotated/000465_000465__smallest_in_class_4.jpg Where is the smallest car on the road? 614,809 528,804 439,819 718,819 +257 000470__closest_to_center_1 images_annotated/000470_000470__closest_to_center_1.jpg Find the car closest to the center of the image. 699,826 589,812 776,791 508,809 +258 000470__largest_in_class_5 images_annotated/000470_000470__largest_in_class_5.jpg Where is the largest car in the image? 349,832 198,894 409,824 508,809 +259 000475__smallest_in_class_2 images_annotated/000475_000475__smallest_in_class_2.jpg Point to the smallest car in the scene. 766,793 674,835 560,815 482,810 +260 000475__leftmost_in_class_4 images_annotated/000475_000475__leftmost_in_class_4.jpg Where is the leftmost car in the image? 281,834 136,918 374,828 482,810 +261 000480__bottommost_in_class_6 images_annotated/000480_000480__bottommost_in_class_6.jpg Where is the bottommost car in the scene? 102,774 77,906 206,853 335,831 +262 000480__largest_in_class_0 images_annotated/000480_000480__largest_in_class_0.jpg Which car is the largest in the scene? 641,846 753,796 519,819 455,812 +263 000480__smallest_in_class_7 images_annotated/000480_000480__smallest_in_class_7.jpg Tap the smallest car in the image. 206,853 76,906 335,831 102,774 +264 000485__topmost_in_class_3 images_annotated/000485_000485__topmost_in_class_3.jpg Where is the highest car in the frame? 738,801 424,816 595,867 286,836 +265 000485__closest_to_center_5 images_annotated/000485_000485__closest_to_center_5.jpg Find the car closest to the center of the image. 596,867 424,816 286,836 737,801 +266 000485__leftmost_in_class_0 images_annotated/000485_000485__leftmost_in_class_0.jpg Point to the leftmost car parked on the street. 54,792 117,860 286,836 424,816 +267 000490__bottommost_in_class_0 images_annotated/000490_000490__bottommost_in_class_0.jpg Point to the car that is lowest in the frame. 717,809 781,762 233,846 528,899 +268 000490__rightmost_in_class_3 images_annotated/000490_000490__rightmost_in_class_3.jpg Which car is positioned at the far right of the image? 781,762 717,809 1876,680 528,899 +269 000490__leftmost_in_class_2 images_annotated/000490_000490__leftmost_in_class_2.jpg Find the car that is farthest to the left. 233,846 84,872 528,899 717,809 +270 000495__relation_right_of_unique_3 images_annotated/000495_000495__relation_right_of_unique_3.jpg Find the car to the right of the rider. 776,763 1891,679 691,820 416,949 +271 000495__relation_nearest_to_unique_0 images_annotated/000495_000495__relation_nearest_to_unique_0.jpg Point to the car closest to the rider. 691,820 416,949 776,762 160,854 +272 000495__quadrant_hint_1 images_annotated/000495_000495__quadrant_hint_1.jpg Point to the rider on the right side of the road. 776,763 1154,735 691,820 1892,679 +273 000500__largest_in_class_0 images_annotated/000500_000500__largest_in_class_0.jpg Which car is the largest in the scene? 656,837 292,1017 739,774 772,765 +274 000500__relation_nearest_to_unique_3 images_annotated/000500_000500__relation_nearest_to_unique_3.jpg Which car is nearest to the rider? 739,774 656,837 291,1017 772,765 +275 000500__quadrant_hint_2 images_annotated/000500_000500__quadrant_hint_2.jpg Where is the person on the bike located in the lower right? 1173,739 772,765 739,774 656,837 +276 000505__largest_in_class_9 images_annotated/000505_000505__largest_in_class_9.jpg Tap the largest car in the image. 498,823 232,1025 611,851 728,776 +277 000505__rightmost_in_class_1 images_annotated/000505_000505__rightmost_in_class_1.jpg Which car is the rightmost one in the scene? 767,766 728,776 1853,683 611,851 +278 000505__closest_left_edge_3 images_annotated/000505_000505__closest_left_edge_3.jpg Where is the rider closest to the left edge of the road? 1158,743 1197,740 1159,772 1197,770 +279 000510__leftmost_in_class_2 images_annotated/000510_000510__leftmost_in_class_2.jpg Point to the leftmost car in the image. 231,879 98,988 298,832 420,841 +280 000510__quadrant_hint_6 images_annotated/000510_000510__quadrant_hint_6.jpg Where is the car in the lower right corner? 1866,681 762,768 720,778 692,788 +281 000510__closest_right_edge_5 images_annotated/000510_000510__closest_right_edge_5.jpg Find the cyclist closest to the right edge of the road. 1184,775 1224,739 1182,743 1225,772 +282 000515__largest_in_class_5 images_annotated/000515_000515__largest_in_class_5.jpg Where is the largest car in the line of traffic? 673,790 490,902 713,780 229,850 +283 000515__leftmost_in_class_0 images_annotated/000515_000515__leftmost_in_class_0.jpg Point to the black car on the far left. 88,910 229,850 489,902 673,790 +284 000515__rightmost_in_class_2 images_annotated/000515_000515__rightmost_in_class_2.jpg Where is the white car on the far right edge of the image? 1880,681 758,769 713,780 673,790 +285 000520__quadrant_hint_1 images_annotated/000520_000520__quadrant_hint_1.jpg Where is the car on the far right edge of the image? 1895,678 754,769 705,781 651,793 +286 000520__pair_left_right_0 images_annotated/000520_000520__pair_left_right_0.jpg Point to the rider on the right. 1241,739 1292,775 1290,735 1243,779 +287 000520__largest_in_class_2 images_annotated/000520_000520__largest_in_class_2.jpg Point to the largest cyclist in the scene. 1243,779 1290,735 1241,739 1292,775 +288 000525__quadrant_hint_1 images_annotated/000525_000525__quadrant_hint_1.jpg Tap the car in the lower right corner of the image. 745,771 1905,676 697,784 637,799 +289 000525__pair_left_right_0 images_annotated/000525_000525__pair_left_right_0.jpg Point to the rider on the left side of the pair. 1337,736 1283,782 1281,740 1338,778 +290 000530__smallest_in_class_0 images_annotated/000530_000530__smallest_in_class_0.jpg Find the cyclist who is the smallest in the group. 1396,781 1332,786 1328,740 1392,731 +291 000530__rightmost_in_class_1 images_annotated/000530_000530__rightmost_in_class_1.jpg Where is the rightmost cyclist on the road? 1332,786 1392,731 1396,781 1328,740 +292 000535__leftmost_in_class_0 images_annotated/000535_000535__leftmost_in_class_0.jpg Point to the leftmost car in the traffic. 451,836 602,806 676,789 296,836 +293 000535__rightmost_in_class_1 images_annotated/000535_000535__rightmost_in_class_1.jpg Where is the rightmost cyclist on the road? 1396,791 1466,722 1469,783 1389,731 +294 000535__pair_size_2 images_annotated/000535_000535__pair_size_2.jpg Tap the smaller cyclist on the left side of the pair. 1396,791 1468,783 1389,731 1466,722 +295 000540__smallest_in_class_3 images_annotated/000540_000540__smallest_in_class_3.jpg Where is the smallest car in the line? 662,791 579,812 726,777 391,849 +296 000540__leftmost_in_class_0 images_annotated/000540_000540__leftmost_in_class_0.jpg Point to the leftmost car in the line of traffic. 391,849 579,812 662,791 238,843 +297 000540__largest_in_class_2 images_annotated/000540_000540__largest_in_class_2.jpg Find the largest car in the traffic line. 392,849 238,844 579,812 662,791 +298 000545__largest_in_class_0 images_annotated/000545_000545__largest_in_class_0.jpg Which car on the left is the largest? 162,854 556,817 648,796 309,867 +299 000545__leftmost_in_class_1 images_annotated/000545_000545__leftmost_in_class_1.jpg Point to the leftmost car on the road. 161,854 310,867 556,817 648,796 +300 000545__pair_size_2 images_annotated/000545_000545__pair_size_2.jpg Find the smaller of the two riders on the right. 1590,727 1678,718 1688,787 1594,802 +301 000550__rightmost_in_class_1 images_annotated/000550_000550__rightmost_in_class_1.jpg Which rider is on the far right? 1749,718 1854,788 1756,807 1839,701 +302 000550__smallest_in_class_0 images_annotated/000550_000550__smallest_in_class_0.jpg Which cyclist is the smallest in the group? 1757,807 1854,788 1749,718 1840,701 +303 000555__leftmost_in_class_2 images_annotated/000555_000555__leftmost_in_class_2.jpg Which car is the leftmost? 138,912 489,830 614,805 667,778 +304 000555__largest_in_class_1 images_annotated/000555_000555__largest_in_class_1.jpg Which person is the largest? 335,784 315,794 489,830 139,912 +305 000555__smallest_in_class_4 images_annotated/000555_000555__smallest_in_class_4.jpg Which person is the smallest? 314,794 489,830 334,784 139,912 +306 000560__largest_in_class_5 images_annotated/000560_000560__largest_in_class_5.jpg Where is the largest car on the left side of the road? 67,907 444,839 594,807 654,778 +307 000560__closest_to_center_0 images_annotated/000560_000560__closest_to_center_0.jpg Point to the person standing closest to the center of the image. 282,802 305,785 227,783 444,839 +308 000560__leftmost_in_class_6 images_annotated/000560_000560__leftmost_in_class_6.jpg Where is the person standing closest to the left edge of the image? 227,783 282,802 305,785 67,907 +309 000565__largest_in_class_1 images_annotated/000565_000565__largest_in_class_1.jpg Find the largest car on the road. 508,801 644,778 388,849 677,785 +310 000565__leftmost_in_class_0 images_annotated/000565_000565__leftmost_in_class_0.jpg Point to the person on the far left of the group. 246,791 268,784 387,849 182,795 +311 000565__smallest_in_class_5 images_annotated/000565_000565__smallest_in_class_5.jpg Where is the smallest car on the road? 643,778 677,785 508,801 387,849 +312 000570__leftmost_in_class_1 images_annotated/000570_000570__leftmost_in_class_1.jpg Which car is the leftmost? 473,808 543,819 309,866 664,789 +313 000570__pair_size_0 images_annotated/000570_000570__pair_size_0.jpg Which person is the larger of the two? 132,800 221,780 310,866 473,808 +314 000570__pair_size_2 images_annotated/000570_000570__pair_size_2.jpg Which person is the smaller of the two? 133,800 221,780 310,866 473,808 +315 000575__relation_nearest_to_unique_6 images_annotated/000575_000575__relation_nearest_to_unique_6.jpg Find the car closest to the person. 435,811 510,826 207,888 579,790 +316 000575__unique_class_5 images_annotated/000575_000575__unique_class_5.jpg Where is the person standing on the sidewalk? 207,888 435,811 510,826 73,791 +317 000580__largest_in_class_1 images_annotated/000580_000580__largest_in_class_1.jpg Tap the largest car in the scene. 470,834 558,794 142,917 634,797 +318 000580__closest_to_center_0 images_annotated/000580_000580__closest_to_center_0.jpg Where is the car closest to the center of the road? 634,797 558,794 693,773 470,834 +319 000585__leftmost_in_class_0 images_annotated/000585_000585__leftmost_in_class_0.jpg Find the leftmost car in the scene. 419,842 75,906 535,797 615,800 +320 000585__smallest_in_class_5 images_annotated/000585_000585__smallest_in_class_5.jpg Where is the smallest car on the road? 689,773 615,800 664,777 535,797 +321 000590__leftmost_in_class_3 images_annotated/000590_000590__leftmost_in_class_3.jpg Which car is the leftmost one in the line of traffic? 508,798 353,856 593,805 658,779 +322 000590__rightmost_in_class_2 images_annotated/000590_000590__rightmost_in_class_2.jpg Find the car that is furthest to the right in the scene. 685,773 658,779 593,805 1860,692 +323 000590__unique_class_6 images_annotated/000590_000590__unique_class_6.jpg Where is the person standing on the sidewalk? 354,856 508,798 15,786 593,805 +324 000595__largest_in_class_4 images_annotated/000595_000595__largest_in_class_4.jpg Which car is the largest in the image? 487,805 568,814 267,875 653,782 +325 000595__closest_to_center_6 images_annotated/000595_000595__closest_to_center_6.jpg Point to the car closest to the center of the image. 720,771 682,776 653,782 568,814 +326 000595__rightmost_in_class_0 images_annotated/000595_000595__rightmost_in_class_0.jpg Find the car that is furthest to the right on the road. 720,771 682,776 1878,694 653,782 +327 000600__leftmost_in_class_3 images_annotated/000600_000600__leftmost_in_class_3.jpg Where is the leftmost car on the road? 346,823 163,897 461,809 535,821 +328 000600__smallest_in_class_1 images_annotated/000600_000600__smallest_in_class_1.jpg Find the smallest car in the image. 678,777 646,782 613,787 1899,693 +329 000600__closest_to_center_6 images_annotated/000600_000600__closest_to_center_6.jpg Point to the car closest to the center of the image. 678,777 646,782 613,787 535,821 +330 000605__largest_in_class_6 images_annotated/000605_000605__largest_in_class_6.jpg Which car on the left is the largest? 106,906 270,835 427,808 495,827 +331 000610__largest_in_class_1 images_annotated/000610_000610__largest_in_class_1.jpg Which car is the largest on the left side of the road? 175,839 441,837 582,787 632,782 +332 000615__relation_nearest_to_unique_8 images_annotated/000615_000615__relation_nearest_to_unique_8.jpg Point to the car nearest to the person. 370,847 570,787 117,849 623,781 +333 000615__rightmost_in_class_3 images_annotated/000615_000615__rightmost_in_class_3.jpg Find the car that is furthest to the right on the road. 726,765 714,767 696,770 1670,707 +334 000615__largest_in_class_4 images_annotated/000615_000615__largest_in_class_4.jpg Which car is the largest in the image? 570,787 117,849 371,847 623,781 +335 000620__leftmost_in_class_6 images_annotated/000620_000620__leftmost_in_class_6.jpg Which car is the leftmost one in the image? 77,843 270,867 555,789 613,782 +336 000620__closest_bottom_edge_3 images_annotated/000620_000620__closest_bottom_edge_3.jpg Find the car closest to the bottom edge of the image. 76,844 271,867 555,789 613,782 +337 000620__quadrant_hint_5 images_annotated/000620_000620__quadrant_hint_5.jpg Point to the person standing near the cars on the left. 157,773 76,844 270,867 555,789 +338 000625__leftmost_in_class_7 images_annotated/000625_000625__leftmost_in_class_7.jpg Where is the leftmost car parked on the side of the road? 331,816 163,903 539,793 601,784 +339 000625__smallest_in_class_6 images_annotated/000625_000625__smallest_in_class_6.jpg Point to the smallest car parked on the left side of the road. 704,768 683,773 649,776 726,766 +340 000630__largest_in_class_5 images_annotated/000630_000630__largest_in_class_5.jpg Find the largest car on the left side of the road. 257,833 94,901 519,798 588,789 +341 000630__smallest_in_class_0 images_annotated/000630_000630__smallest_in_class_0.jpg Point to the smallest car parked on the left side. 699,770 677,774 640,779 722,767 +342 000635__largest_in_class_3 images_annotated/000635_000635__largest_in_class_3.jpg Point to the largest car parked on the left side of the road. 496,802 571,790 171,841 630,780 +343 000635__unique_class_2 images_annotated/000635_000635__unique_class_2.jpg Find the person standing on the far left near the cars. 10,787 171,841 496,802 571,790 +344 000635__smallest_in_class_0 images_annotated/000635_000635__smallest_in_class_0.jpg Point to the smallest car on the left side of the road. 692,771 669,776 716,768 630,780 +345 000640__leftmost_in_class_2 images_annotated/000640_000640__leftmost_in_class_2.jpg Point to the leftmost car parked on the street. 471,808 109,854 554,793 618,785 +346 000640__smallest_in_class_5 images_annotated/000640_000640__smallest_in_class_5.jpg Find the smallest car among the group on the right side of the road. 710,769 685,772 660,778 618,785 +347 000645__largest_in_class_0 images_annotated/000645_000645__largest_in_class_0.jpg Which car on the left is the largest? 441,809 534,797 604,788 71,851 +348 000645__smallest_in_class_6 images_annotated/000645_000645__smallest_in_class_6.jpg Find the smallest car parked on the right side of the road. 677,775 650,780 604,788 705,771 +349 000650__leftmost_in_class_1 images_annotated/000650_000650__leftmost_in_class_1.jpg Where is the leftmost car parked along the street? 510,801 407,819 589,790 639,781 +350 000650__closest_bottom_edge_3 images_annotated/000650_000650__closest_bottom_edge_3.jpg Point to the road sign that is closest to the bottom edge of the image. 309,672 408,819 307,696 510,801 +351 000650__closest_top_edge_7 images_annotated/000650_000650__closest_top_edge_7.jpg Tap the road sign that is closest to the top edge of the image. 309,672 308,695 408,819 510,801 +352 000655__largest_in_class_2 images_annotated/000655_000655__largest_in_class_2.jpg Point to the largest car parked on the left side of the road. 485,806 369,820 531,768 574,793 +353 000655__closest_top_edge_3 images_annotated/000655_000655__closest_top_edge_3.jpg Where is the road sign that is closest to the top edge of the image? 261,666 261,692 369,820 485,806 +354 000655__bottommost_in_class_5 images_annotated/000655_000655__bottommost_in_class_5.jpg Point to the road sign that is lowest on the image. 262,666 369,820 261,692 485,806 +355 000660__leftmost_in_class_5 images_annotated/000660_000660__leftmost_in_class_5.jpg Where is the leftmost car parked along the side of the road? 456,812 323,829 557,796 615,786 +356 000660__smallest_in_class_2 images_annotated/000660_000660__smallest_in_class_2.jpg Which car is the smallest one parked on the left side of the road? 684,776 650,780 615,786 557,796 +357 000660__bottommost_in_class_6 images_annotated/000660_000660__bottommost_in_class_6.jpg Point to the road sign that is lowest on the image. 208,659 323,829 456,812 205,688 +358 000665__largest_in_class_3 images_annotated/000665_000665__largest_in_class_3.jpg Find the largest car parked on the left side of the street. 269,837 423,817 471,770 537,801 +359 000665__topmost_in_class_0 images_annotated/000665_000665__topmost_in_class_0.jpg Which road sign is the highest in the image? 144,683 269,837 146,652 423,817 +360 000665__bottommost_in_class_1 images_annotated/000665_000665__bottommost_in_class_1.jpg Where is the lowest road sign in the scene? 146,652 269,837 423,817 144,683 +361 000670__leftmost_in_class_7 images_annotated/000670_000670__leftmost_in_class_7.jpg Point to the leftmost car parked on the street. 384,826 205,847 441,774 516,804 +362 000670__relation_nearest_to_unique_2 images_annotated/000670_000670__relation_nearest_to_unique_2.jpg Find the car closest to the stop sign. 666,780 628,786 584,794 672,764 +363 000670__unique_class_1 images_annotated/000670_000670__unique_class_1.jpg Point to the red stop sign in the distance. 1012,693 672,764 666,780 628,786 +364 000675__largest_in_class_4 images_annotated/000675_000675__largest_in_class_4.jpg Which car on the left is the largest in the image? 337,834 134,859 420,775 493,811 +365 000675__relation_nearest_to_unique_2 images_annotated/000675_000675__relation_nearest_to_unique_2.jpg Find the car that is closest to the stop sign. 657,785 617,791 664,767 567,799 +366 000675__quadrant_hint_0 images_annotated/000675_000675__quadrant_hint_0.jpg Where is the stop sign located in the lower right portion of the image? 1016,692 665,767 657,785 617,791 +367 000680__leftmost_in_class_6 images_annotated/000680_000680__leftmost_in_class_6.jpg Where is the leftmost car in the image? 282,845 398,779 466,817 96,875 +368 000680__relation_right_of_unique_4 images_annotated/000680_000680__relation_right_of_unique_4.jpg Find the car to the right of the red stop sign. 658,770 646,790 1630,705 602,795 +369 000680__relation_nearest_to_unique_2 images_annotated/000680_000680__relation_nearest_to_unique_2.jpg Point to the car nearest to the white building on the left. 646,790 659,770 602,795 547,804 +370 000685__largest_in_class_3 images_annotated/000685_000685__largest_in_class_3.jpg Find the largest car parked on the left side of the road. 54,870 375,772 217,852 437,821 +371 000685__quadrant_hint_8 images_annotated/000685_000685__quadrant_hint_8.jpg Point to the car in the lower right corner of the image. 651,767 636,786 588,794 1638,702 +372 000685__leftmost_in_class_0 images_annotated/000685_000685__leftmost_in_class_0.jpg Point to the leftmost car parked on the street. 54,870 217,852 375,772 437,821 +373 000690__largest_in_class_0 images_annotated/000690_000690__largest_in_class_0.jpg Which car on the left is the largest? 348,766 404,824 503,807 140,862 +374 000690__relation_right_of_unique_7 images_annotated/000690_000690__relation_right_of_unique_7.jpg Find the car to the right of the red stop sign. 645,767 625,789 572,796 1645,700 +375 000690__unique_class_6 images_annotated/000690_000690__unique_class_6.jpg Where is the only stop sign in the scene? 645,767 625,789 1027,684 572,796 +376 000695__smallest_in_class_3 images_annotated/000695_000695__smallest_in_class_3.jpg Find the smallest car in the image. 1655,698 639,767 613,788 556,796 +377 000695__relation_nearest_to_unique_4 images_annotated/000695_000695__relation_nearest_to_unique_4.jpg Which car is closest to the stop sign? 613,788 556,796 639,767 478,810 +378 000695__unique_class_0 images_annotated/000695_000695__unique_class_0.jpg Point to the red stop sign on the pole. 639,767 613,788 556,796 1033,681 +379 000700__largest_in_class_3 images_annotated/000700_000700__largest_in_class_3.jpg Point to the largest car parked on the left side of the road. 323,831 450,812 536,799 67,861 +380 000700__relation_nearest_to_unique_4 images_annotated/000700_000700__relation_nearest_to_unique_4.jpg Find the car nearest to the stop sign. 601,789 536,799 634,764 450,812 +381 000700__relation_right_of_unique_0 images_annotated/000700_000700__relation_right_of_unique_0.jpg Point to the car on the far right of the road. 633,764 601,789 536,799 1665,696 +382 000705__leftmost_in_class_2 images_annotated/000705_000705__leftmost_in_class_2.jpg Point to the leftmost car in the line of parked vehicles. 418,812 516,798 586,785 273,832 +383 000705__relation_right_of_unique_0 images_annotated/000705_000705__relation_right_of_unique_0.jpg Point to the car on the far right of the road. 627,761 1674,692 586,785 516,798 +384 000705__unique_class_3 images_annotated/000705_000705__unique_class_3.jpg Find the red stop sign on the right side of the road. 627,761 586,785 516,798 1044,670 +385 000710__leftmost_in_class_5 images_annotated/000710_000710__leftmost_in_class_5.jpg Which car is the leftmost one parked on the side of the road? 213,841 379,820 490,802 570,790 +386 000710__rightmost_in_class_7 images_annotated/000710_000710__rightmost_in_class_7.jpg Find the rightmost car in the image. 1684,694 1607,703 1860,678 826,757 +387 000710__unique_class_4 images_annotated/000710_000710__unique_class_4.jpg Point to the red stop sign on the right side of the road. 826,757 1050,669 621,763 570,790 +388 000715__largest_in_class_0 images_annotated/000715_000715__largest_in_class_0.jpg Point to the largest car parked on the left. 144,848 337,824 466,807 553,792 +389 000715__rightmost_in_class_9 images_annotated/000715_000715__rightmost_in_class_9.jpg Tap the car parked at the far right edge of the road. 1694,695 1618,704 1874,679 823,758 +390 000715__unique_class_8 images_annotated/000715_000715__unique_class_8.jpg Where is the stop sign located? 823,758 614,763 553,792 1058,667 +391 000720__leftmost_in_class_9 images_annotated/000720_000720__leftmost_in_class_9.jpg Tap the car that is farthest to the left in the scene. 215,756 283,830 106,855 437,809 +392 000720__relation_nearest_to_unique_1 images_annotated/000720_000720__relation_nearest_to_unique_1.jpg Find the car that is nearest to the red stop sign. 793,757 607,764 536,794 820,760 +393 000720__unique_class_2 images_annotated/000720_000720__unique_class_2.jpg Where is the red stop sign on the right side of the road? 820,760 793,757 1066,665 607,764 +394 000725__largest_in_class_6 images_annotated/000725_000725__largest_in_class_6.jpg Find the largest car parked on the left side of the road. 337,776 64,849 407,812 221,838 +395 000725__leftmost_in_class_3 images_annotated/000725_000725__leftmost_in_class_3.jpg Point to the leftmost car parked on the street. 220,838 337,776 63,849 407,812 +396 000725__unique_class_9 images_annotated/000725_000725__unique_class_9.jpg Where is the red stop sign located? 817,761 790,759 601,765 1075,663 +397 000730__largest_in_class_3 images_annotated/000730_000730__largest_in_class_3.jpg Find the largest car parked on the left side of the road. 295,779 148,848 374,818 458,770 +398 000730__relation_nearest_to_unique_8 images_annotated/000730_000730__relation_nearest_to_unique_8.jpg Point to the car that is nearest to the red stop sign. 786,761 594,767 535,766 814,765 +399 000730__quadrant_hint_12 images_annotated/000730_000730__quadrant_hint_12.jpg Tap the red stop sign located in the lower right quadrant. 814,765 786,761 1085,662 594,767 +400 000735__leftmost_in_class_9 images_annotated/000735_000735__leftmost_in_class_9.jpg Where is the leftmost car parked on the side of the road? 267,779 336,825 106,858 444,770 +401 000735__relation_nearest_to_unique_1 images_annotated/000735_000735__relation_nearest_to_unique_1.jpg Find the car that is closest to the stop sign. 782,762 587,767 526,766 810,766 +402 000735__quadrant_hint_0 images_annotated/000735_000735__quadrant_hint_0.jpg Where is the red stop sign located on the right side of the road? 1096,657 810,766 782,762 587,767 +403 000740__largest_in_class_0 images_annotated/000740_000740__largest_in_class_0.jpg Which car on the left is the largest? 136,777 69,849 197,774 228,773 +404 000740__relation_nearest_to_unique_13 images_annotated/000740_000740__relation_nearest_to_unique_13.jpg Which car is closest to the stop sign? 780,761 581,766 808,766 519,764 +405 000740__quadrant_hint_12 images_annotated/000740_000740__quadrant_hint_12.jpg Tap the red stop sign on the right side of the road. 808,766 1110,652 780,761 581,766 +406 000745__rightmost_in_class_13 images_annotated/000745_000745__rightmost_in_class_13.jpg Tap the car that is farthest to the right. 1686,711 1761,704 804,767 776,761 +407 000745__largest_in_class_11 images_annotated/000745_000745__largest_in_class_11.jpg Find the largest car in the image. 171,769 363,770 244,831 88,774 +408 000745__unique_class_3 images_annotated/000745_000745__unique_class_3.jpg Find the only stop sign in the image. 1121,647 804,767 776,761 734,762 +409 000750__relation_nearest_to_unique_0 images_annotated/000750_000750__relation_nearest_to_unique_0.jpg Point to the car nearest to the stop sign. 773,760 567,764 505,763 801,769 +410 000750__largest_in_class_5 images_annotated/000750_000750__largest_in_class_5.jpg Find the largest car parked on the left side of the road. 188,835 63,772 341,769 394,809 +411 000750__leftmost_in_class_4 images_annotated/000750_000750__leftmost_in_class_4.jpg Which car is the leftmost one parked on the street? 189,835 341,769 63,772 394,809 +412 000755__largest_in_class_10 images_annotated/000755_000755__largest_in_class_10.jpg Find the largest car in the scene. 36,771 257,770 326,767 127,841 +413 000755__relation_nearest_to_unique_11 images_annotated/000755_000755__relation_nearest_to_unique_11.jpg Point to the car nearest to the stop sign. 795,769 768,760 560,763 498,761 +414 000755__rightmost_in_class_0 images_annotated/000755_000755__rightmost_in_class_0.jpg Point to the rightmost car in the image. 1711,710 795,769 1784,702 768,760 +415 000760__leftmost_in_class_9 images_annotated/000760_000760__leftmost_in_class_9.jpg Find the car that is farthest to the left on the road. 218,767 309,765 329,814 100,845 +416 000760__relation_nearest_to_unique_8 images_annotated/000760_000760__relation_nearest_to_unique_8.jpg Which car is closest to the stop sign? 790,769 824,755 764,758 727,758 +417 000760__unique_class_7 images_annotated/000760_000760__unique_class_7.jpg Find the red octagonal stop sign on the right side of the road. 823,755 790,769 764,758 1171,626 +418 000765__largest_in_class_9 images_annotated/000765_000765__largest_in_class_9.jpg Point to the largest car on the left side of the road. 69,840 156,776 191,768 292,818 +419 000765__rightmost_in_class_4 images_annotated/000765_000765__rightmost_in_class_4.jpg Point to the car on the far right of the road. 1735,711 820,757 784,773 1809,703 +420 000765__quadrant_hint_5 images_annotated/000765_000765__quadrant_hint_5.jpg Where is the stop sign located on the right side of the road? 820,757 784,773 1190,620 758,760 +421 000770__largest_in_class_7 images_annotated/000770_000770__largest_in_class_7.jpg Find the largest car in the image. 252,829 169,770 366,765 108,784 +422 000770__relation_nearest_to_unique_9 images_annotated/000770_000770__relation_nearest_to_unique_9.jpg Point to the car nearest to the stop sign. 777,779 820,760 721,763 540,766 +423 000770__quadrant_hint_11 images_annotated/000770_000770__quadrant_hint_11.jpg Point to the road sign in the lower right quadrant. 820,760 777,779 1213,616 721,763 +424 000775__bottommost_in_class_3 images_annotated/000775_000775__bottommost_in_class_3.jpg Where is the car that is lowest on the road? 207,830 141,769 275,765 70,779 +425 000775__relation_nearest_to_unique_12 images_annotated/000775_000775__relation_nearest_to_unique_12.jpg Which car is nearest to the red stop sign? 771,782 818,760 719,763 534,766 +426 000775__leftmost_in_class_0 images_annotated/000775_000775__leftmost_in_class_0.jpg Point to the leftmost car on the road. 141,769 207,830 275,765 69,779 +427 000780__largest_in_class_15 images_annotated/000780_000780__largest_in_class_15.jpg Find the largest car in the image. 116,758 159,836 256,766 54,777 +428 000780__relation_nearest_to_unique_11 images_annotated/000780_000780__relation_nearest_to_unique_11.jpg Which car is nearest to the stop sign? 761,786 818,761 716,763 527,766 +429 000780__unique_class_5 images_annotated/000780_000780__unique_class_5.jpg Point to the red stop sign on the right side of the road. 818,761 1771,717 1261,600 761,786 +430 000785__bottommost_in_class_6 images_annotated/000785_000785__bottommost_in_class_6.jpg Where is the bottommost car in the image? 92,747 37,771 115,839 239,766 +431 000785__leftmost_in_class_7 images_annotated/000785_000785__leftmost_in_class_7.jpg Point to the leftmost car in the scene. 92,747 36,771 116,839 239,766 +432 000785__rightmost_in_class_1 images_annotated/000785_000785__rightmost_in_class_1.jpg Point to the rightmost car in the scene. 1782,718 1853,711 817,762 749,791 +433 000790__largest_in_class_5 images_annotated/000790_000790__largest_in_class_5.jpg Which car on the left is the largest? 74,739 216,764 94,842 320,763 +434 000790__rightmost_in_class_7 images_annotated/000790_000790__rightmost_in_class_7.jpg Which car is on the far right side of the road? 1862,711 1793,718 817,761 734,796 +435 000790__unique_class_8 images_annotated/000790_000790__unique_class_8.jpg Where is the only stop sign in the scene? 1793,718 1317,581 817,761 1862,711 +436 000795__bottommost_in_class_7 images_annotated/000795_000795__bottommost_in_class_7.jpg Which car is at the bottom of the frame? 59,751 199,764 73,838 308,763 +437 000795__rightmost_in_class_12 images_annotated/000795_000795__rightmost_in_class_12.jpg Tap the car that is farthest to the right. 1804,717 816,761 771,760 1872,711 +438 000795__unique_class_6 images_annotated/000795_000795__unique_class_6.jpg Point to the stop sign. 1804,717 1348,569 1872,711 816,761 +439 000800__relation_nearest_to_unique_9 images_annotated/000800_000800__relation_nearest_to_unique_9.jpg Which car is nearest to the stop sign? 1882,713 816,762 768,761 1814,718 +440 000800__closest_to_center_7 images_annotated/000800_000800__closest_to_center_7.jpg Find the car that is closest to the center of the image. 816,762 768,761 694,814 502,765 +441 000800__closest_bottom_edge_4 images_annotated/000800_000800__closest_bottom_edge_4.jpg Which car is closest to the bottom edge of the image? 49,758 185,764 48,840 298,763 +442 000805__relation_nearest_to_unique_4 images_annotated/000805_000805__relation_nearest_to_unique_4.jpg Which car is closest to the stop sign? 1892,710 817,761 1824,718 765,760 +443 000805__largest_in_class_3 images_annotated/000805_000805__largest_in_class_3.jpg Find the largest car on the road. 662,827 736,767 765,760 817,761 +444 000805__rightmost_in_class_0 images_annotated/000805_000805__rightmost_in_class_0.jpg Point to the rightmost car in the image. 1824,718 817,761 765,760 1891,710 +445 000810__leftmost_in_class_4 images_annotated/000810_000810__leftmost_in_class_4.jpg Which car is the leftmost one in the image? 157,760 278,760 323,758 33,761 +446 000810__relation_nearest_to_unique_7 images_annotated/000810_000810__relation_nearest_to_unique_7.jpg Find the car closest to the stop sign. 1897,713 1834,718 815,761 763,760 +447 000810__unique_class_8 images_annotated/000810_000810__unique_class_8.jpg Where is the stop sign located? 1834,718 1897,713 1453,531 815,761 +448 000815__largest_in_class_0 images_annotated/000815_000815__largest_in_class_0.jpg Which car is the largest in the scene? 470,761 551,875 412,758 713,768 +449 000815__leftmost_in_class_3 images_annotated/000815_000815__leftmost_in_class_3.jpg Find the car that is farthest to the left. 267,759 315,758 142,760 338,748 +450 000815__closest_to_center_11 images_annotated/000815_000815__closest_to_center_11.jpg Which car is closest to the center of the image? 762,760 713,768 551,875 812,761 +451 000820__bottommost_in_class_1 images_annotated/000820_000820__bottommost_in_class_1.jpg Where is the bottommost car? 330,751 303,756 434,933 256,762 +452 000820__leftmost_in_class_0 images_annotated/000820_000820__leftmost_in_class_0.jpg Point to the leftmost car in the scene. 256,762 303,756 330,751 127,762 +453 000820__unique_class_3 images_annotated/000820_000820__unique_class_3.jpg Point to the only road sign in the image. 1849,722 1530,507 1904,714 812,764 +454 000825__largest_in_class_0 images_annotated/000825_000825__largest_in_class_0.jpg Which car is the largest in the scene? 481,771 695,778 265,1016 756,768 +455 000825__closest_to_center_6 images_annotated/000825_000825__closest_to_center_6.jpg Tap the car closest to the center of the road. 756,768 810,768 695,778 481,771 +456 000825__rightmost_in_class_3 images_annotated/000825_000825__rightmost_in_class_3.jpg Where is the rightmost car on the road? 1907,719 1856,725 1799,726 810,768 +457 000830__relation_nearest_to_unique_8 images_annotated/000830_000830__relation_nearest_to_unique_8.jpg Find the car that is nearest to the red stop sign. 1909,720 808,770 754,769 1862,726 +458 000830__closest_to_center_2 images_annotated/000830_000830__closest_to_center_2.jpg Point to the car closest to the center of the image. 808,770 754,769 683,781 465,771 +459 000830__unique_class_10 images_annotated/000830_000830__unique_class_10.jpg Where is the only road sign in the scene? 1862,726 1620,475 1909,720 808,770 +460 000835__largest_in_class_5 images_annotated/000835_000835__largest_in_class_5.jpg Where is the largest car on the road? 380,762 459,770 340,766 307,755 +461 000835__rightmost_in_class_8 images_annotated/000835_000835__rightmost_in_class_8.jpg Tap the rightmost car in the image. 806,768 752,767 1868,724 713,765 +462 000835__smallest_in_class_4 images_annotated/000835_000835__smallest_in_class_4.jpg Find the smallest car in the scene. 752,767 673,782 806,768 712,765 +463 000840__quadrant_hint_9 images_annotated/000840_000840__quadrant_hint_9.jpg Tap the car in the lower right corner of the image. 804,764 750,763 1876,720 711,760 +464 000840__leftmost_in_class_6 images_annotated/000840_000840__leftmost_in_class_6.jpg Point to the leftmost car on the road. 213,759 65,759 266,759 299,750 +465 000840__unique_class_8 images_annotated/000840_000840__unique_class_8.jpg Where is the only stop sign in the scene? 1876,720 804,764 750,763 1732,428 +466 000845__quadrant_hint_1 images_annotated/000845_000845__quadrant_hint_1.jpg Where is the car in the lower right quadrant? 802,765 748,763 1884,721 709,760 +467 000845__unique_class_5 images_annotated/000845_000845__unique_class_5.jpg Point to the only road sign in the image. 1793,403 1883,721 802,765 748,763 +468 000845__closest_to_center_0 images_annotated/000845_000845__closest_to_center_0.jpg Point to the car closest to the center of the image. 748,763 709,760 695,763 803,765 +469 000850__rightmost_in_class_9 images_annotated/000850_000850__rightmost_in_class_9.jpg Which car is the rightmost one in the image? 1826,722 800,765 1891,720 746,764 +470 000850__closest_to_center_13 images_annotated/000850_000850__closest_to_center_13.jpg Which car is closest to the center of the image? 746,764 801,765 707,760 689,763 +471 000850__quadrant_hint_10 images_annotated/000850_000850__quadrant_hint_10.jpg Point to the road sign in the upper right quadrant. 1891,720 1826,722 800,765 1860,376 +472 000855__leftmost_in_class_1 images_annotated/000855_000855__leftmost_in_class_1.jpg Point to the leftmost car on the road. 183,756 241,755 279,736 42,756 +473 000855__closest_bottom_edge_9 images_annotated/000855_000855__closest_bottom_edge_9.jpg Which car is closest to the bottom edge of the frame? 614,785 686,761 706,757 745,761 +474 000855__rightmost_in_class_5 images_annotated/000855_000855__rightmost_in_class_5.jpg Where is the rightmost car in the image? 1831,719 799,763 1897,718 745,761 +475 000860__largest_in_class_8 images_annotated/000860_000860__largest_in_class_8.jpg Which car has the largest area in the image? 593,788 685,762 705,758 744,762 +476 000860__closest_to_center_10 images_annotated/000860_000860__closest_to_center_10.jpg Which car is closest to the center of the image? 744,762 705,758 685,762 797,762 +477 000860__leftmost_in_class_7 images_annotated/000860_000860__leftmost_in_class_7.jpg Point to the leftmost car in the image. 174,756 36,756 235,755 286,760 +478 000865__bottommost_in_class_9 images_annotated/000865_000865__bottommost_in_class_9.jpg Point to the car that is lowest in the image. 684,759 705,756 428,760 570,789 +479 000865__leftmost_in_class_4 images_annotated/000865_000865__leftmost_in_class_4.jpg Where is the leftmost car on the road? 167,753 227,752 33,753 274,757 +480 000865__smallest_in_class_2 images_annotated/000865_000865__smallest_in_class_2.jpg Find the smallest car in the image. 705,756 684,759 743,759 797,761 +481 000870__largest_in_class_8 images_annotated/000870_000870__largest_in_class_8.jpg Find the largest car in the image. 543,796 425,760 683,759 704,756 +482 000870__leftmost_in_class_0 images_annotated/000870_000870__leftmost_in_class_0.jpg Which car is the leftmost one in the image? 159,753 222,748 261,758 25,753 +483 000870__rightmost_in_class_12 images_annotated/000870_000870__rightmost_in_class_12.jpg Point to the rightmost car in the image. 1847,717 795,762 1907,715 778,752 +484 000875__bottommost_in_class_3 images_annotated/000875_000875__bottommost_in_class_3.jpg Find the car that is lowest in the frame. 420,761 682,762 513,804 334,756 +485 000875__leftmost_in_class_9 images_annotated/000875_000875__leftmost_in_class_9.jpg Where is the car on the far left side of the road? 19,754 152,755 213,746 249,760 +486 000875__rightmost_in_class_8 images_annotated/000875_000875__rightmost_in_class_8.jpg Point to the car on the far right edge of the image. 1851,719 1910,717 794,764 742,761 +487 000880__largest_in_class_10 images_annotated/000880_000880__largest_in_class_10.jpg Point to the largest car visible in the image. 399,761 329,755 472,811 294,751 +488 000880__closest_to_center_4 images_annotated/000880_000880__closest_to_center_4.jpg Point to the car closest to the center of the image. 742,762 704,758 682,762 793,766 +489 000880__quadrant_hint_6 images_annotated/000880_000880__quadrant_hint_6.jpg Find the car in the lower right quadrant of the image. 1855,719 793,766 742,762 704,758 +490 000885__bottommost_in_class_6 images_annotated/000885_000885__bottommost_in_class_6.jpg Where is the car that is lowest in the frame? 326,755 289,750 224,761 428,818 +491 000885__leftmost_in_class_3 images_annotated/000885_000885__leftmost_in_class_3.jpg Point to the leftmost car in the image. 140,756 13,755 224,761 289,750 +492 000885__quadrant_hint_10 images_annotated/000885_000885__quadrant_hint_10.jpg Point to the car in the lower right quadrant. 1859,719 791,766 742,763 705,759 +493 000890__largest_in_class_8 images_annotated/000890_000890__largest_in_class_8.jpg Find the largest car in the image. 288,747 210,761 132,757 372,831 +494 000890__rightmost_in_class_1 images_annotated/000890_000890__rightmost_in_class_1.jpg Which car is the rightmost one in the image? 1862,719 790,767 741,764 705,759 +495 000890__leftmost_in_class_0 images_annotated/000890_000890__leftmost_in_class_0.jpg Point to the leftmost car in the scene. 210,761 288,747 132,757 372,831 +496 000895__bottommost_in_class_2 images_annotated/000895_000895__bottommost_in_class_2.jpg Which car is closest to the bottom of the frame? 189,761 450,766 300,843 127,757 +497 000895__rightmost_in_class_7 images_annotated/000895_000895__rightmost_in_class_7.jpg Point to the car on the far right of the road. 789,769 1866,719 741,765 705,761 +498 000895__leftmost_in_class_1 images_annotated/000895_000895__leftmost_in_class_1.jpg Point to the white car on the far left. 127,757 189,761 300,844 450,766 +499 000900__largest_in_class_5 images_annotated/000900_000900__largest_in_class_5.jpg Which car is the largest in the scene? 423,766 209,864 682,764 705,761 +500 000900__rightmost_in_class_6 images_annotated/000900_000900__rightmost_in_class_6.jpg Which car is the rightmost one in the image? 787,770 741,765 1866,719 705,761 +501 000905__leftmost_in_class_7 images_annotated/000905_000905__leftmost_in_class_7.jpg Where is the leftmost car in the scene? 325,759 156,885 410,767 682,765 +502 000905__quadrant_hint_2 images_annotated/000905_000905__quadrant_hint_2.jpg Point to the car on the far right of the road. 786,772 740,767 705,762 1868,720 +503 000910__largest_in_class_8 images_annotated/000910_000910__largest_in_class_8.jpg Where is the largest car in the image? 254,758 288,750 320,759 108,878 +504 000910__rightmost_in_class_5 images_annotated/000910_000910__rightmost_in_class_5.jpg Find the car that is furthest to the right in the image. 784,773 1870,719 739,766 705,762 +505 000915__leftmost_in_class_1 images_annotated/000915_000915__leftmost_in_class_1.jpg Point to the leftmost car in the image. 198,760 136,767 225,743 258,759 +506 000915__largest_in_class_2 images_annotated/000915_000915__largest_in_class_2.jpg Find the largest car in the image. 321,760 289,751 409,768 258,759 +507 000915__quadrant_hint_8 images_annotated/000915_000915__quadrant_hint_8.jpg Where is the car on the far right of the image? 782,773 739,767 705,763 1870,719 +508 000920__quadrant_hint_9 images_annotated/000920_000920__quadrant_hint_9.jpg Find the car on the far right side of the road. 1872,720 779,775 738,767 704,763 +509 000920__leftmost_in_class_1 images_annotated/000920_000920__leftmost_in_class_1.jpg Point to the leftmost car in the row of parked vehicles. 196,760 117,768 225,743 262,760 +510 000925__largest_in_class_0 images_annotated/000925_000925__largest_in_class_0.jpg Which car is the largest in the image? 196,759 224,743 248,749 100,768 +511 000925__rightmost_in_class_5 images_annotated/000925_000925__rightmost_in_class_5.jpg Where is the rightmost car in the image? 777,776 737,768 705,763 1872,719 +512 000930__leftmost_in_class_12 images_annotated/000930_000930__leftmost_in_class_12.jpg Tap the car that is closest to the left edge of the road. 151,762 81,770 196,760 226,744 +513 000930__quadrant_hint_8 images_annotated/000930_000930__quadrant_hint_8.jpg Point to the car on the far right side of the road. 774,777 736,769 1874,719 706,764 +514 000935__largest_in_class_2 images_annotated/000935_000935__largest_in_class_2.jpg Which car on the left is the largest? 144,763 65,770 196,762 226,745 +515 000935__rightmost_in_class_8 images_annotated/000935_000935__rightmost_in_class_8.jpg Find the rightmost car in the image. 1874,720 771,779 734,770 704,765 +516 000940__largest_in_class_2 images_annotated/000940_000940__largest_in_class_2.jpg Which car is the largest in the scene? 325,763 411,772 277,766 248,753 +517 000940__quadrant_hint_10 images_annotated/000940_000940__quadrant_hint_10.jpg Find the car on the far right side of the road. 768,783 732,771 1874,720 704,766 +518 000940__leftmost_in_class_5 images_annotated/000940_000940__leftmost_in_class_5.jpg Point to the leftmost car in the image. 141,763 196,763 56,771 225,750 +519 000945__rightmost_in_class_2 images_annotated/000945_000945__rightmost_in_class_2.jpg Find the car that is farthest to the right in the image. 1874,720 764,782 730,773 704,766 +520 000945__largest_in_class_5 images_annotated/000945_000945__largest_in_class_5.jpg Where is the largest car on the road? 325,762 411,772 280,766 249,754 +521 000945__leftmost_in_class_8 images_annotated/000945_000945__leftmost_in_class_8.jpg Tap the car that is closest to the left edge of the image. 135,764 197,762 225,750 44,771 +522 000950__largest_in_class_5 images_annotated/000950_000950__largest_in_class_5.jpg Which car is the largest one in the scene? 325,759 283,768 411,772 249,754 +523 000950__quadrant_hint_2 images_annotated/000950_000950__quadrant_hint_2.jpg Point to the car on the far right side of the road. 794,763 1874,721 759,783 725,772 +524 000950__closest_to_center_12 images_annotated/000950_000950__closest_to_center_12.jpg Point to the car nearest to the center of the image. 795,762 759,783 725,772 704,766 +525 000955__largest_in_class_4 images_annotated/000955_000955__largest_in_class_4.jpg Which car is the largest in the image? 327,767 409,772 284,768 248,754 +526 000955__rightmost_in_class_1 images_annotated/000955_000955__rightmost_in_class_1.jpg Find the car that is farthest to the right in the image. 791,763 1874,720 755,785 722,772 +527 000955__leftmost_in_class_11 images_annotated/000955_000955__leftmost_in_class_11.jpg Point to the car on the far left side of the road. 127,764 195,764 225,747 21,772 +528 000960__largest_in_class_0 images_annotated/000960_000960__largest_in_class_0.jpg Find the largest car in the scene. 328,766 286,769 409,773 248,754 +529 000960__quadrant_hint_1 images_annotated/000960_000960__quadrant_hint_1.jpg Point to the car on the far right side of the road. 1874,720 790,763 749,787 703,766 +530 000960__closest_to_center_3 images_annotated/000960_000960__closest_to_center_3.jpg Where is the car closest to the center of the image? 749,787 789,762 703,766 683,771 +531 000965__rightmost_in_class_6 images_annotated/000965_000965__rightmost_in_class_6.jpg Tap the rightmost car in the scene. 789,763 744,788 1876,720 702,761 +532 000965__leftmost_in_class_2 images_annotated/000965_000965__leftmost_in_class_2.jpg Find the leftmost car in the image. 193,764 123,765 223,747 247,754 +533 000965__largest_in_class_1 images_annotated/000965_000965__largest_in_class_1.jpg Point to the largest car on the road. 407,773 327,766 288,769 247,754 +534 000970__leftmost_in_class_1 images_annotated/000970_000970__leftmost_in_class_1.jpg Point to the leftmost car parked on the street. 192,764 221,748 123,765 246,755 +535 000970__largest_in_class_5 images_annotated/000970_000970__largest_in_class_5.jpg Find the largest car driving in the middle lane. 327,767 407,773 288,770 246,755 +536 000970__rightmost_in_class_10 images_annotated/000970_000970__rightmost_in_class_10.jpg Which car is positioned at the far right edge of the image? 1876,719 787,763 736,790 680,770 +537 000975__closest_to_center_4 images_annotated/000975_000975__closest_to_center_4.jpg Which car is closest to the center of the image? 729,794 679,771 406,773 785,764 +538 000975__quadrant_hint_0 images_annotated/000975_000975__quadrant_hint_0.jpg Point to the car in the lower right quadrant. 786,764 729,794 679,771 1878,720 +539 000975__leftmost_in_class_8 images_annotated/000975_000975__leftmost_in_class_8.jpg Where is the car that is farthest to the left? 190,764 119,765 220,748 246,755 +540 000980__leftmost_in_class_3 images_annotated/000980_000980__leftmost_in_class_3.jpg Point to the leftmost car in the row of parked cars on the left. 115,765 187,765 220,748 244,756 +541 000980__largest_in_class_8 images_annotated/000980_000980__largest_in_class_8.jpg Find the largest car in the scene, which is in the middle of the road. 325,767 403,774 289,771 244,756 +542 000980__quadrant_hint_11 images_annotated/000980_000980__quadrant_hint_11.jpg Which car is in the lower right quadrant of the image? 1878,719 785,764 765,769 720,797 +543 000985__bottommost_in_class_8 images_annotated/000985_000985__bottommost_in_class_8.jpg Tap the car that is lowest in the frame. 710,800 760,769 784,764 402,773 +544 000985__quadrant_hint_6 images_annotated/000985_000985__quadrant_hint_6.jpg Point to the car on the far right side of the road. 784,764 1880,718 760,769 710,800 +545 000985__leftmost_in_class_7 images_annotated/000985_000985__leftmost_in_class_7.jpg Where is the car closest to the left edge of the road? 184,765 217,747 113,765 242,754 +546 000990__rightmost_in_class_9 images_annotated/000990_000990__rightmost_in_class_9.jpg Which car is the rightmost one in the image? 783,764 1882,717 758,769 698,803 +547 000990__bottommost_in_class_5 images_annotated/000990_000990__bottommost_in_class_5.jpg Where is the car that is lowest in the frame? 699,804 758,769 783,764 401,773 +548 000990__leftmost_in_class_0 images_annotated/000990_000990__leftmost_in_class_0.jpg Which car is the leftmost one in the image? 181,763 215,747 240,754 109,765 +549 000995__largest_in_class_6 images_annotated/000995_000995__largest_in_class_6.jpg Find the largest car in the image. 685,808 756,768 783,764 398,772 +550 000995__quadrant_hint_7 images_annotated/000995_000995__quadrant_hint_7.jpg Tap the car in the lower right quadrant of the image. 783,764 756,768 1884,716 685,808 +551 000995__leftmost_in_class_0 images_annotated/000995_000995__leftmost_in_class_0.jpg Point to the leftmost car in the image. 178,763 213,748 238,753 106,764 +552 001000__bottommost_in_class_7 images_annotated/001000_001000__bottommost_in_class_7.jpg Point to the car that is lowest on the road. 728,771 755,768 668,814 782,763 +553 001000__rightmost_in_class_3 images_annotated/001000_001000__rightmost_in_class_3.jpg Find the car that is furthest to the right in the image. 782,763 755,768 728,771 1885,715 +554 001000__leftmost_in_class_6 images_annotated/001000_001000__leftmost_in_class_6.jpg Where is the car closest to the left edge of the road? 102,765 174,764 210,749 235,754 +555 001005__largest_in_class_9 images_annotated/001005_001005__largest_in_class_9.jpg Which car is the largest in the image? 720,773 754,768 649,819 781,763 +556 001005__rightmost_in_class_0 images_annotated/001005_001005__rightmost_in_class_0.jpg Find the rightmost car in the scene. 1887,715 781,763 754,768 720,773 +557 001005__leftmost_in_class_2 images_annotated/001005_001005__leftmost_in_class_2.jpg Where is the leftmost car on the road? 170,762 96,765 207,748 232,753 +558 001010__bottommost_in_class_6 images_annotated/001010_001010__bottommost_in_class_6.jpg Where is the car that is lowest in the image? 711,773 752,769 780,763 624,828 +559 001010__quadrant_hint_1 images_annotated/001010_001010__quadrant_hint_1.jpg Point to the car on the far right of the road. 780,763 752,769 1891,712 711,773 +560 001010__leftmost_in_class_9 images_annotated/001010_001010__leftmost_in_class_9.jpg Point to the car on the far left of the road. 164,763 90,765 203,750 230,754 +561 001015__largest_in_class_7 images_annotated/001015_001015__largest_in_class_7.jpg Find the largest car on the road. 593,838 703,773 750,768 779,763 +562 001015__rightmost_in_class_11 images_annotated/001015_001015__rightmost_in_class_11.jpg Point to the rightmost car in the scene. 779,763 750,768 1893,711 703,773 +563 001015__leftmost_in_class_4 images_annotated/001015_001015__leftmost_in_class_4.jpg Point to the leftmost car in the image. 84,765 160,764 198,749 227,754 +564 001020__bottommost_in_class_11 images_annotated/001020_001020__bottommost_in_class_11.jpg Point to the car that is lowest in the frame. 557,850 698,775 385,773 748,768 +565 001020__quadrant_hint_2 images_annotated/001020_001020__quadrant_hint_2.jpg Point to the car on the far right side of the road. 778,764 1897,711 748,768 698,775 +566 001020__leftmost_in_class_3 images_annotated/001020_001020__leftmost_in_class_3.jpg Which car is the leftmost one in the row of parked vehicles? 155,765 196,751 224,753 79,766 +567 001025__largest_in_class_7 images_annotated/001025_001025__largest_in_class_7.jpg Where is the largest car in the scene? 499,870 379,771 693,776 279,776 +568 001025__rightmost_in_class_6 images_annotated/001025_001025__rightmost_in_class_6.jpg Which car is the furthest to the right on the road? 777,764 1899,710 746,769 693,776 +569 001025__leftmost_in_class_0 images_annotated/001025_001025__leftmost_in_class_0.jpg Point to the leftmost car in the intersection. 152,765 192,751 71,766 220,755 +570 001030__bottommost_in_class_2 images_annotated/001030_001030__bottommost_in_class_2.jpg Find the car that is lowest on the road. 271,775 417,902 235,760 215,756 +571 001030__quadrant_hint_3 images_annotated/001030_001030__quadrant_hint_3.jpg Where is the car on the far right side of the image? 776,766 745,770 686,779 1901,708 +572 001030__leftmost_in_class_10 images_annotated/001030_001030__leftmost_in_class_10.jpg Point to the car on the far left of the road. 63,767 145,767 187,754 215,756 +573 001035__largest_in_class_0 images_annotated/001035_001035__largest_in_class_0.jpg Which car is the largest in the scene? 284,951 137,767 58,770 679,782 +574 001035__rightmost_in_class_6 images_annotated/001035_001035__rightmost_in_class_6.jpg Which car is the furthest to the right? 775,767 1903,708 743,772 679,782 +575 001035__leftmost_in_class_1 images_annotated/001035_001035__leftmost_in_class_1.jpg Point to the car on the far left of the image. 58,770 137,767 285,952 679,782 +576 001040__leftmost_in_class_0 images_annotated/001040_001040__leftmost_in_class_0.jpg Find the leftmost car in the image. 397,775 213,1017 672,785 742,775 +577 001040__relation_right_of_unique_2 images_annotated/001040_001040__relation_right_of_unique_2.jpg Find the car to the right of the person. 773,770 742,775 1903,708 672,785 +578 001040__relation_nearest_to_unique_1 images_annotated/001040_001040__relation_nearest_to_unique_1.jpg Point to the car nearest to the person. 742,775 672,785 397,775 774,770 +579 001045__rightmost_in_class_3 images_annotated/001045_001045__rightmost_in_class_3.jpg Tap the rightmost car in the scene. 772,771 1907,708 739,776 662,788 +580 001045__unique_class_8 images_annotated/001045_001045__unique_class_8.jpg Where is the person in the scene? 772,771 739,776 662,788 1112,767 +581 001045__relation_nearest_to_unique_2 images_annotated/001045_001045__relation_nearest_to_unique_2.jpg Point to the car nearest to the person. 739,776 662,788 772,771 359,783 +582 001050__largest_in_class_2 images_annotated/001050_001050__largest_in_class_2.jpg Point to the largest car in the scene. 248,789 351,785 208,767 191,765 +583 001050__leftmost_in_class_7 images_annotated/001050_001050__leftmost_in_class_7.jpg Where is the leftmost car on the road? 107,776 147,758 40,777 163,761 +584 001050__rightmost_in_class_12 images_annotated/001050_001050__rightmost_in_class_12.jpg Tap the car that is farthest to the right in the image. 771,773 1908,707 738,778 698,773 +585 001055__largest_in_class_2 images_annotated/001055_001055__largest_in_class_2.jpg Find the largest car in the scene. 240,791 200,767 344,784 185,765 +586 001055__leftmost_in_class_8 images_annotated/001055_001055__leftmost_in_class_8.jpg Point to the leftmost car on the road. 96,775 156,761 185,765 36,777 +587 001060__largest_in_class_3 images_annotated/001060_001060__largest_in_class_3.jpg Find the largest car in the scene. 230,792 176,766 149,759 336,784 +588 001060__leftmost_in_class_4 images_annotated/001060_001060__leftmost_in_class_4.jpg Point to the leftmost car in the image. 29,779 84,777 119,763 149,759 +589 001065__largest_in_class_5 images_annotated/001065_001065__largest_in_class_5.jpg Which car is the largest in the scene? 218,792 168,765 328,784 142,760 +590 001065__leftmost_in_class_10 images_annotated/001065_001065__leftmost_in_class_10.jpg Point to the leftmost car in the image. 73,776 112,762 21,777 142,760 +591 001065__closest_to_center_11 images_annotated/001065_001065__closest_to_center_11.jpg Find the car closest to the center of the image. 731,777 688,772 670,775 766,771 +592 001070__largest_in_class_10 images_annotated/001070_001070__largest_in_class_10.jpg Find the largest car in the scene. 204,796 157,766 134,762 319,786 +593 001070__closest_left_edge_11 images_annotated/001070_001070__closest_left_edge_11.jpg Where is the car closest to the left edge of the frame? 13,778 53,778 103,763 134,762 +594 001070__closest_to_center_0 images_annotated/001070_001070__closest_to_center_0.jpg Point to the car closest to the center of the image. 762,771 728,777 685,772 662,776 +595 001075__leftmost_in_class_2 images_annotated/001075_001075__leftmost_in_class_2.jpg Point to the leftmost car in the scene. 96,764 38,778 125,762 145,766 +596 001075__largest_in_class_5 images_annotated/001075_001075__largest_in_class_5.jpg Find the largest car on the road. 311,787 189,797 145,766 125,762 +597 001075__closest_to_center_6 images_annotated/001075_001075__closest_to_center_6.jpg Where is the car closest to the center of the image? 725,777 682,772 760,771 652,778 +598 001080__largest_in_class_9 images_annotated/001080_001080__largest_in_class_9.jpg Tap the largest car in the scene. 650,777 680,771 721,777 538,809 +599 001080__closest_right_edge_0 images_annotated/001080_001080__closest_right_edge_0.jpg Find the car closest to the right edge of the frame. 760,770 721,777 680,771 801,759 +600 001080__leftmost_in_class_1 images_annotated/001080_001080__leftmost_in_class_1.jpg Where is the leftmost car in the image? 83,765 31,779 117,762 173,799 +601 001085__leftmost_in_class_10 images_annotated/001085_001085__leftmost_in_class_10.jpg Tap the leftmost car in the scene. 23,777 73,764 106,759 151,800 +602 001085__largest_in_class_6 images_annotated/001085_001085__largest_in_class_6.jpg Which car is the largest in the image? 645,777 677,770 718,776 503,813 +603 001085__quadrant_hint_3 images_annotated/001085_001085__quadrant_hint_3.jpg Find the person on the far right side of the image. 1142,758 798,759 758,769 718,776 +604 001090__largest_in_class_5 images_annotated/001090_001090__largest_in_class_5.jpg Find the largest car in the image. 642,776 459,821 273,786 674,770 +605 001090__closest_left_edge_2 images_annotated/001090_001090__closest_left_edge_2.jpg Which car is closest to the left edge of the image? 15,778 62,765 126,804 180,770 +606 001090__quadrant_hint_0 images_annotated/001090_001090__quadrant_hint_0.jpg Where is the person located in the lower right quadrant? 1065,699 1146,758 796,758 755,769 +607 001095__bottommost_in_class_0 images_annotated/001095_001095__bottommost_in_class_0.jpg Find the car that is lowest on the road. 257,789 638,778 161,779 401,836 +608 001095__quadrant_hint_5 images_annotated/001095_001095__quadrant_hint_5.jpg Find the person on the right side of the image. 1068,698 794,760 1152,759 753,770 +609 001100__relation_nearest_to_unique_3 images_annotated/001100_001100__relation_nearest_to_unique_3.jpg Where is the road sign nearest to the person? 1072,698 792,761 1158,760 750,772 +610 001100__quadrant_hint_2 images_annotated/001100_001100__quadrant_hint_2.jpg Where is the road sign located in the lower right quadrant? 1071,698 1158,760 792,761 750,772 +611 001105__largest_in_class_7 images_annotated/001105_001105__largest_in_class_7.jpg Find the largest car on the road. 36,810 628,780 660,772 213,868 +612 001105__leftmost_in_class_0 images_annotated/001105_001105__leftmost_in_class_0.jpg Point to the leftmost car on the road. 213,868 628,780 36,810 660,772 +613 001105__quadrant_hint_1 images_annotated/001105_001105__quadrant_hint_1.jpg Point to the person on the right side of the image. 1164,758 1076,695 789,760 747,772 +614 001110__quadrant_hint_1 images_annotated/001110_001110__quadrant_hint_1.jpg Where is the person located in the lower right section of the image? 1080,693 1169,758 786,761 743,772 +615 001110__unique_class_0 images_annotated/001110_001110__unique_class_0.jpg Point to the road sign on the right side of the road. 1170,758 786,761 1079,693 743,772 +616 001115__leftmost_in_class_0 images_annotated/001115_001115__leftmost_in_class_0.jpg Find the leftmost car in the image. 71,901 203,798 617,783 650,773 +617 001115__unique_class_7 images_annotated/001115_001115__unique_class_7.jpg Where is the person standing on the right side of the road? 1085,695 1177,762 783,764 738,777 +618 001120__unique_class_0 images_annotated/001120_001120__unique_class_0.jpg Point to the road sign on the right side of the road. 1183,760 779,767 734,779 1091,696 +619 001120__relation_nearest_to_unique_1 images_annotated/001120_001120__relation_nearest_to_unique_1.jpg Point to the road sign nearest to the person. 1090,696 1173,712 779,767 734,779 +620 001125__largest_in_class_3 images_annotated/001125_001125__largest_in_class_3.jpg Point to the largest car on the road. 150,804 45,789 602,790 666,793 +621 001125__leftmost_in_class_2 images_annotated/001125_001125__leftmost_in_class_2.jpg Where is the leftmost car in the scene? 149,804 44,789 602,790 666,793 +622 001125__smallest_in_class_0 images_annotated/001125_001125__smallest_in_class_0.jpg Find the smallest car in the image. 729,782 666,793 776,769 602,790 +623 001130__largest_in_class_4 images_annotated/001130_001130__largest_in_class_4.jpg Find the largest car in the image. 25,790 591,792 121,806 654,796 +624 001130__relation_nearest_to_unique_5 images_annotated/001130_001130__relation_nearest_to_unique_5.jpg Which car is closest to the road sign? 724,784 772,770 654,796 591,792 +625 001130__leftmost_in_class_6 images_annotated/001130_001130__leftmost_in_class_6.jpg Tap the car that is farthest to the left. 25,789 121,806 591,792 654,796 +626 001135__leftmost_in_class_1 images_annotated/001135_001135__leftmost_in_class_1.jpg Which car is the leftmost in the scene? 580,793 639,800 718,785 96,806 +627 001135__relation_nearest_to_unique_5 images_annotated/001135_001135__relation_nearest_to_unique_5.jpg Find the car nearest to the road sign. 718,785 639,800 766,772 580,793 +628 001135__quadrant_hint_0 images_annotated/001135_001135__quadrant_hint_0.jpg Where is the road sign in the lower right quadrant? 1207,770 766,772 718,785 1108,696 +629 001140__quadrant_hint_2 images_annotated/001140_001140__quadrant_hint_2.jpg Find the person on the right side of the road. 1217,771 1114,694 761,774 711,787 +630 001140__relation_nearest_to_unique_3 images_annotated/001140_001140__relation_nearest_to_unique_3.jpg Where is the person nearest to the road sign? 1218,771 1127,710 761,774 711,787 +631 001145__quadrant_hint_3 images_annotated/001145_001145__quadrant_hint_3.jpg Find the car in the lower right corner of the image. 756,774 706,788 660,781 1665,715 +632 001145__unique_class_5 images_annotated/001145_001145__unique_class_5.jpg Where is the person standing on the sidewalk? 1233,772 1121,692 1665,715 756,774 +633 001145__relation_nearest_to_unique_0 images_annotated/001145_001145__relation_nearest_to_unique_0.jpg Which car is nearest to the white van on the left? 706,788 660,781 604,807 756,774 +634 001150__largest_in_class_1 images_annotated/001150_001150__largest_in_class_1.jpg Which car is the largest? 48,810 582,808 647,782 699,788 +635 001150__quadrant_hint_0 images_annotated/001150_001150__quadrant_hint_0.jpg Find the car in the lower right corner. 749,774 699,788 647,782 1670,715 +636 001150__unique_class_2 images_annotated/001150_001150__unique_class_2.jpg Point to the road sign. 1131,688 1244,772 749,774 699,788 +637 001155__smallest_in_class_2 images_annotated/001155_001155__smallest_in_class_2.jpg Which car is the smallest in the image? 1676,714 745,775 692,790 637,783 +638 001155__unique_class_0 images_annotated/001155_001155__unique_class_0.jpg Point to the road sign on the pole. 1258,771 745,775 1139,685 692,790 +639 001160__smallest_in_class_2 images_annotated/001160_001160__smallest_in_class_2.jpg Which car is the smallest in the image? 738,775 685,791 1684,713 631,784 +640 001160__relation_nearest_to_unique_1 images_annotated/001160_001160__relation_nearest_to_unique_1.jpg Which car is closest to the person? 1151,681 1277,772 1683,713 738,775 +641 001165__largest_in_class_3 images_annotated/001165_001165__largest_in_class_3.jpg Which car is the largest in the scene? 584,789 623,782 486,823 677,789 +642 001165__relation_nearest_to_unique_5 images_annotated/001165_001165__relation_nearest_to_unique_5.jpg Which car is nearest to the person? 733,774 677,789 1690,708 623,782 +643 001165__relation_nearest_to_unique_4 images_annotated/001165_001165__relation_nearest_to_unique_4.jpg Which person is closest to the road sign? 1293,772 733,774 677,789 1180,694 +644 001170__smallest_in_class_2 images_annotated/001170_001170__smallest_in_class_2.jpg Which car is the smallest in the image? 728,773 669,788 616,781 1697,706 +645 001170__unique_class_1 images_annotated/001170_001170__unique_class_1.jpg Point to the road sign on the right side of the road. 1181,669 1315,768 728,773 1698,706 +646 001175__largest_in_class_3 images_annotated/001175_001175__largest_in_class_3.jpg Find the largest car on the road. 371,837 508,795 561,786 607,780 +647 001175__quadrant_hint_6 images_annotated/001175_001175__quadrant_hint_6.jpg Tap the person standing on the grassy area. 1197,662 1707,704 722,772 1338,765 +648 001180__quadrant_hint_0 images_annotated/001180_001180__quadrant_hint_0.jpg Point to the car on the far right side of the road. 716,773 1713,701 653,791 598,781 +649 001180__unique_class_1 images_annotated/001180_001180__unique_class_1.jpg Where is the road sign located? 1366,767 1713,701 716,773 1219,656 +650 001185__leftmost_in_class_1 images_annotated/001185_001185__leftmost_in_class_1.jpg Find the leftmost car in the image. 462,802 171,878 539,790 588,784 +651 001185__rightmost_in_class_3 images_annotated/001185_001185__rightmost_in_class_3.jpg Point to the rightmost car in the scene. 1724,701 769,762 710,774 641,794 +652 001185__smallest_in_class_4 images_annotated/001185_001185__smallest_in_class_4.jpg Find the smallest car on the road. 710,774 641,794 588,784 770,762 +653 001190__pair_size_4 images_annotated/001190_001190__pair_size_4.jpg Which of the two road signs is larger? 1269,639 1264,592 1431,764 1734,697 +654 001190__smallest_in_class_3 images_annotated/001190_001190__smallest_in_class_3.jpg Which car is the smallest one in the image? 703,773 766,760 629,793 577,782 +655 001190__unique_class_5 images_annotated/001190_001190__unique_class_5.jpg Where is the only person in the scene? 1430,764 1270,639 1264,592 1734,697 +656 001195__leftmost_in_class_4 images_annotated/001195_001195__leftmost_in_class_4.jpg Which car is the leftmost in the image? 424,804 514,789 564,783 614,797 +657 001195__relation_nearest_to_unique_1 images_annotated/001195_001195__relation_nearest_to_unique_1.jpg Find the road sign that is nearest to the person. 1295,580 1472,765 1302,630 1744,697 +658 001200__leftmost_in_class_1 images_annotated/001200_001200__leftmost_in_class_1.jpg Point to the leftmost car in the line of traffic. 500,796 548,788 599,804 399,811 +659 001200__pair_size_6 images_annotated/001200_001200__pair_size_6.jpg Which of the two road signs is larger? 1332,570 1518,772 1338,624 1755,700 +660 001200__relation_nearest_to_unique_8 images_annotated/001200_001200__relation_nearest_to_unique_8.jpg Which car is nearest to the person? 1755,700 759,766 726,763 688,780 +661 001205__pair_size_2 images_annotated/001205_001205__pair_size_2.jpg Which of the two road signs is the larger one? 1374,553 1382,615 1569,777 1766,699 +662 001205__smallest_in_class_8 images_annotated/001205_001205__smallest_in_class_8.jpg Find the smallest road sign in the image. 1383,614 1569,777 1375,553 1766,699 +663 001210__rightmost_in_class_0 images_annotated/001210_001210__rightmost_in_class_0.jpg Point to the rightmost car in the scene. 751,768 1776,700 721,766 668,784 +664 001210__pair_size_2 images_annotated/001210_001210__pair_size_2.jpg Find the larger of the two road signs. 1426,535 1632,774 1776,700 1436,600 +665 001215__quadrant_hint_2 images_annotated/001215_001215__quadrant_hint_2.jpg Find the car on the far right side of the road. 746,768 718,766 1788,699 656,786 +666 001215__relation_nearest_to_unique_0 images_annotated/001215_001215__relation_nearest_to_unique_0.jpg Which sign is closest to the person on the sidewalk? 1500,583 1488,511 1706,775 1788,699 +667 001220__rightmost_in_class_2 images_annotated/001220_001220__rightmost_in_class_2.jpg Which car is the rightmost one in the scene? 741,767 1807,696 715,763 644,786 +668 001220__relation_nearest_to_unique_6 images_annotated/001220_001220__relation_nearest_to_unique_6.jpg Which road sign is closest to the person? 1576,561 1563,479 1806,696 1788,774 +669 001220__unique_class_5 images_annotated/001220_001220__unique_class_5.jpg Point to the person walking on the sidewalk. 1806,696 1788,774 1577,560 1563,479 +670 001225__largest_in_class_2 images_annotated/001225_001225__largest_in_class_2.jpg Find the largest car on the road. 374,803 453,829 564,781 629,788 +671 001225__leftmost_in_class_1 images_annotated/001225_001225__leftmost_in_class_1.jpg Which car is the leftmost one in the image? 374,803 453,829 244,823 564,781 +672 001225__quadrant_hint_3 images_annotated/001225_001225__quadrant_hint_3.jpg Where is the heavy truck located in the lower right quadrant? 736,767 713,763 678,769 1048,733 +673 001230__largest_in_class_4 images_annotated/001230_001230__largest_in_class_4.jpg Find the largest car in the image. 405,842 512,791 550,784 195,830 +674 001230__relation_nearest_to_unique_3 images_annotated/001230_001230__relation_nearest_to_unique_3.jpg Which car is nearest to the heavy truck? 712,766 732,771 671,772 613,793 +675 001230__leftmost_in_class_7 images_annotated/001230_001230__leftmost_in_class_7.jpg Point to the leftmost car on the road. 405,842 512,791 550,784 196,830 +676 001235__leftmost_in_class_7 images_annotated/001235_001235__leftmost_in_class_7.jpg Where is the leftmost car in the scene? 342,847 132,829 487,792 533,782 +677 001235__largest_in_class_6 images_annotated/001235_001235__largest_in_class_6.jpg Find the largest car on the road. 487,792 533,782 342,847 133,829 +678 001235__smallest_in_class_0 images_annotated/001235_001235__smallest_in_class_0.jpg Which car is the smallest one on the road? 726,767 663,769 594,792 710,761 +679 001240__leftmost_in_class_0 images_annotated/001240_001240__leftmost_in_class_0.jpg Point to the leftmost car in the scene. 262,858 454,791 573,795 84,832 +680 001240__largest_in_class_1 images_annotated/001240_001240__largest_in_class_1.jpg Find the largest car in the image. 261,858 85,832 454,791 573,795 +681 001240__smallest_in_class_2 images_annotated/001240_001240__smallest_in_class_2.jpg Point to the smallest car in the image. 662,767 573,795 637,768 721,766 +682 001245__smallest_in_class_0 images_annotated/001245_001245__smallest_in_class_0.jpg Which car is the smallest one in the scene? 1870,692 717,765 1642,712 660,765 +683 001245__relation_nearest_to_unique_4 images_annotated/001245_001245__relation_nearest_to_unique_4.jpg Find the car nearest to the heavy truck. 660,765 716,765 629,769 549,798 +684 001245__largest_in_class_7 images_annotated/001245_001245__largest_in_class_7.jpg Which car is the largest one in the scene? 175,881 353,799 429,789 549,798 +685 001250__leftmost_in_class_0 images_annotated/001250_001250__leftmost_in_class_0.jpg Find the car that is farthest to the left. 291,809 129,896 401,794 519,804 +686 001250__relation_nearest_to_unique_3 images_annotated/001250_001250__relation_nearest_to_unique_3.jpg Where is the car closest to the heavy truck? 659,766 710,767 618,770 519,804 +687 001250__quadrant_hint_7 images_annotated/001250_001250__quadrant_hint_7.jpg Find the vehicle in the lower right corner of the image. 1069,728 711,767 659,766 618,770 +688 001255__largest_in_class_2 images_annotated/001255_001255__largest_in_class_2.jpg Which car on the left is the largest? 214,816 370,799 482,810 61,897 +689 001255__relation_nearest_to_unique_7 images_annotated/001255_001255__relation_nearest_to_unique_7.jpg Which car is nearest to the heavy truck? 658,768 707,770 606,774 482,810 +690 001255__rightmost_in_class_8 images_annotated/001255_001255__rightmost_in_class_8.jpg Tap the rightmost car in the image. 1673,710 706,770 658,768 1903,690 +691 001260__leftmost_in_class_4 images_annotated/001260_001260__leftmost_in_class_4.jpg Point to the leftmost car on the road. 328,804 435,825 154,820 600,777 +692 001260__smallest_in_class_5 images_annotated/001260_001260__smallest_in_class_5.jpg Which car is the smallest in the scene? 700,774 655,770 600,777 1686,712 +693 001260__unique_class_6 images_annotated/001260_001260__unique_class_6.jpg Point to the heavy truck. 700,774 1085,731 655,770 600,777 +694 001265__leftmost_in_class_2 images_annotated/001265_001265__leftmost_in_class_2.jpg Point to the leftmost car on the road. 265,809 111,832 372,838 509,788 +695 001265__rightmost_in_class_3 images_annotated/001265_001265__rightmost_in_class_3.jpg Which car is the rightmost one on the road? 1705,712 727,762 693,778 651,774 +696 001265__largest_in_class_0 images_annotated/001265_001265__largest_in_class_0.jpg Which car is the largest in the scene? 265,809 509,788 372,838 596,780 +697 001270__leftmost_in_class_6 images_annotated/001270_001270__leftmost_in_class_6.jpg Point to the car that is farthest to the left in the image. 288,855 81,838 476,795 589,782 +698 001270__closest_top_edge_3 images_annotated/001270_001270__closest_top_edge_3.jpg Find the road sign that is higher up on the pole. 265,646 262,672 288,855 476,795 +699 001270__unique_class_8 images_annotated/001270_001270__unique_class_8.jpg Tap the heavy truck on the far right side of the road. 724,763 682,781 1094,732 645,776 +700 001275__largest_in_class_8 images_annotated/001275_001275__largest_in_class_8.jpg Tap the largest car on the left side of the road. 434,798 581,782 188,880 633,771 +701 001275__unique_class_1 images_annotated/001275_001275__unique_class_1.jpg Point to the heavy truck on the far right. 722,763 668,783 633,771 1100,730 +702 001275__bottommost_in_class_5 images_annotated/001275_001275__bottommost_in_class_5.jpg Where is the bottommost road sign? 225,665 227,638 188,880 434,798 +703 001280__relation_nearest_to_unique_5 images_annotated/001280_001280__relation_nearest_to_unique_5.jpg Find the car nearest to the road sign. 407,801 569,786 653,789 138,897 +704 001280__rightmost_in_class_3 images_annotated/001280_001280__rightmost_in_class_3.jpg Point to the rightmost car in the image. 1748,709 792,755 1907,697 718,766 +705 001280__relation_nearest_to_unique_2 images_annotated/001280_001280__relation_nearest_to_unique_2.jpg Which car is nearest to the heavy truck? 791,755 718,766 653,789 569,786 +706 001285__largest_in_class_1 images_annotated/001285_001285__largest_in_class_1.jpg Point to the largest car on the left side of the road. 65,901 181,824 377,809 554,789 +707 001285__smallest_in_class_4 images_annotated/001285_001285__smallest_in_class_4.jpg Find the smallest car in the image. 716,768 854,759 632,795 554,789 +708 001285__rightmost_in_class_3 images_annotated/001285_001285__rightmost_in_class_3.jpg Where is the car that is farthest to the right in the image? 1859,701 1763,708 855,759 716,768 +709 001290__bottommost_in_class_0 images_annotated/001290_001290__bottommost_in_class_0.jpg Which road sign is the lowest on the road? 67,646 72,613 100,842 344,815 +710 001290__smallest_in_class_1 images_annotated/001290_001290__smallest_in_class_1.jpg Which road sign is the smallest in the image? 68,646 100,842 73,613 344,815 +711 001295__rightmost_in_class_3 images_annotated/001295_001295__rightmost_in_class_3.jpg Tap the rightmost car in the image. 1891,700 852,764 793,759 753,766 +712 001295__unique_class_0 images_annotated/001295_001295__unique_class_0.jpg Which point marks the heavy truck on the far right? 852,764 793,759 753,766 1116,735 +713 001295__relation_nearest_to_unique_1 images_annotated/001295_001295__relation_nearest_to_unique_1.jpg Find the car nearest to the heavy truck. 793,759 753,766 852,764 711,772 +714 001300__leftmost_in_class_1 images_annotated/001300_001300__leftmost_in_class_1.jpg Point to the leftmost car on the road. 535,819 621,787 707,775 259,827 +715 001300__rightmost_in_class_5 images_annotated/001300_001300__rightmost_in_class_5.jpg Point to the rightmost car on the road. 851,767 1805,707 792,761 751,768 +716 001300__relation_nearest_to_unique_3 images_annotated/001300_001300__relation_nearest_to_unique_3.jpg Find the car that is nearest to the heavy truck. 792,761 751,768 707,775 851,767 +717 001305__leftmost_in_class_0 images_annotated/001305_001305__leftmost_in_class_0.jpg Find the leftmost car parked on the street. 482,830 205,833 602,790 703,777 +718 001305__relation_right_of_unique_5 images_annotated/001305_001305__relation_right_of_unique_5.jpg Where is the car to the right of the blue car? 848,770 791,763 1820,706 748,771 +719 001305__relation_nearest_to_unique_3 images_annotated/001305_001305__relation_nearest_to_unique_3.jpg Which car is closest to the heavy truck? 849,770 791,763 748,771 703,777 +720 001310__relation_nearest_to_unique_2 images_annotated/001310_001310__relation_nearest_to_unique_2.jpg Which car is nearest to the blue car on the left? 843,773 788,764 696,779 632,774 +721 001310__unique_class_3 images_annotated/001310_001310__unique_class_3.jpg Find the heavy truck in the image. 842,773 1121,739 788,764 696,779 +722 001310__smallest_in_class_4 images_annotated/001310_001310__smallest_in_class_4.jpg Which car is the smallest in the image? 842,773 696,779 787,764 632,774 +723 001315__relation_nearest_to_unique_7 images_annotated/001315_001315__relation_nearest_to_unique_7.jpg Where is the car that is closest to the heavy truck? 784,765 738,771 833,777 687,782 +724 001315__leftmost_in_class_2 images_annotated/001315_001315__leftmost_in_class_2.jpg Point to the blue car on the far left. 92,853 309,870 473,812 563,802 +725 001315__unique_class_8 images_annotated/001315_001315__unique_class_8.jpg Point to the heavy truck on the right side of the road. 834,777 784,765 1121,739 738,771 +726 001320__largest_in_class_7 images_annotated/001320_001320__largest_in_class_7.jpg Point to the largest car in the image. 182,894 419,815 543,801 607,774 +727 001320__relation_nearest_to_unique_11 images_annotated/001320_001320__relation_nearest_to_unique_11.jpg Which car is nearest to the heavy truck? 778,763 729,771 676,780 826,776 +728 001320__quadrant_hint_2 images_annotated/001320_001320__quadrant_hint_2.jpg Which object is in the lower right quadrant of the image? 1121,735 825,776 778,763 729,771 +729 001325__leftmost_in_class_9 images_annotated/001325_001325__leftmost_in_class_9.jpg Find the leftmost car in the scene. 369,821 113,902 521,801 590,773 +730 001325__relation_nearest_to_unique_8 images_annotated/001325_001325__relation_nearest_to_unique_8.jpg Which car is closest to the heavy truck? 770,762 721,770 664,780 812,778 +731 001325__closest_right_edge_0 images_annotated/001325_001325__closest_right_edge_0.jpg Point to the car on the far right edge of the image. 1859,695 812,778 1899,692 770,762 +732 001330__largest_in_class_4 images_annotated/001330_001330__largest_in_class_4.jpg Point to the largest car on the road. 495,810 326,832 573,776 652,783 +733 001330__relation_nearest_to_unique_6 images_annotated/001330_001330__relation_nearest_to_unique_6.jpg Find the car nearest to the heavy truck. 762,761 712,773 799,783 652,783 +734 001330__quadrant_hint_5 images_annotated/001330_001330__quadrant_hint_5.jpg Point to the vehicle in the lower right quadrant. 798,783 762,761 712,773 1116,735 +735 001335__leftmost_in_class_10 images_annotated/001335_001335__leftmost_in_class_10.jpg Point to the leftmost car in the scene. 468,813 276,833 555,777 638,784 +736 001335__relation_nearest_to_unique_5 images_annotated/001335_001335__relation_nearest_to_unique_5.jpg Point to the car nearest to the large yellow house. 783,787 753,767 702,774 638,784 +737 001335__unique_class_9 images_annotated/001335_001335__unique_class_9.jpg Find the heavy truck on the far right. 783,787 753,767 702,774 1112,734 +738 001340__largest_in_class_10 images_annotated/001340_001340__largest_in_class_10.jpg Find the largest car parked on the left side of the street. 221,843 438,816 536,778 625,787 +739 001340__smallest_in_class_3 images_annotated/001340_001340__smallest_in_class_3.jpg Which car is the smallest one in the group of vehicles on the left? 692,775 765,791 625,787 714,772 +740 001340__quadrant_hint_2 images_annotated/001340_001340__quadrant_hint_2.jpg Where is the large vehicle located in the lower right section of the image? 1110,733 765,791 714,772 692,775 +741 001345__leftmost_in_class_0 images_annotated/001345_001345__leftmost_in_class_0.jpg Point to the leftmost car parked on the street. 157,854 405,824 521,783 611,792 +742 001345__quadrant_hint_5 images_annotated/001345_001345__quadrant_hint_5.jpg Tap the person standing on the far right side of the road. 1820,696 1886,690 1898,689 1847,704 +743 001350__largest_in_class_5 images_annotated/001350_001350__largest_in_class_5.jpg Point to the largest car on the left side of the road. 369,828 496,783 597,791 109,860 +744 001350__relation_nearest_to_unique_2 images_annotated/001350_001350__relation_nearest_to_unique_2.jpg Point to the car nearest to the large yellow house. 716,811 668,779 597,791 496,783 +745 001350__quadrant_hint_4 images_annotated/001350_001350__quadrant_hint_4.jpg Where is the vehicle in the lower right corner? 716,811 1104,734 668,779 597,791 +746 001355__relation_nearest_to_unique_5 images_annotated/001355_001355__relation_nearest_to_unique_5.jpg Which car is nearest to the heavy truck? 583,793 682,824 479,782 331,833 +747 001355__leftmost_in_class_7 images_annotated/001355_001355__leftmost_in_class_7.jpg Which car is the leftmost one in the image? 331,833 479,782 583,793 75,857 +748 001355__rightmost_in_class_2 images_annotated/001355_001355__rightmost_in_class_2.jpg Which car is the rightmost one in the image? 1845,689 1643,706 681,824 583,793 +749 001360__leftmost_in_class_6 images_annotated/001360_001360__leftmost_in_class_6.jpg Which car is positioned farthest to the left? 288,841 35,870 463,788 563,798 +750 001360__pair_size_8 images_annotated/001360_001360__pair_size_8.jpg Which heavy truck is the larger of the two? 1910,669 721,773 631,845 1104,735 +751 001360__rightmost_in_class_1 images_annotated/001360_001360__rightmost_in_class_1.jpg Which heavy truck is positioned farthest to the right? 1104,736 1858,690 1910,669 1761,699 +752 001365__bottommost_in_class_6 images_annotated/001365_001365__bottommost_in_class_6.jpg Point to the car that is lowest in the frame. 454,788 672,781 553,879 694,777 +753 001365__relation_nearest_to_unique_3 images_annotated/001365_001365__relation_nearest_to_unique_3.jpg Point to the car nearest to the black SUV on the left. 694,777 672,781 553,879 716,774 +754 001365__quadrant_hint_4 images_annotated/001365_001365__quadrant_hint_4.jpg Where is the large vehicle in the lower right quadrant? 716,774 1104,735 694,777 672,781 +755 001370__largest_in_class_5 images_annotated/001370_001370__largest_in_class_5.jpg Point to the largest car on the road. 184,855 637,785 666,779 409,935 +756 001370__leftmost_in_class_7 images_annotated/001370_001370__leftmost_in_class_7.jpg Point to the leftmost car in the image. 409,935 637,785 184,855 666,779 +757 001370__quadrant_hint_8 images_annotated/001370_001370__quadrant_hint_8.jpg Tap on the vehicle located in the lower right corner. 711,773 687,776 1106,735 666,779 +758 001375__largest_in_class_10 images_annotated/001375_001375__largest_in_class_10.jpg Where is the largest car in the image? 230,1028 428,787 522,800 630,783 +759 001375__unique_class_0 images_annotated/001375_001375__unique_class_0.jpg Point to the heavy truck on the far right side of the road. 707,771 1108,732 682,774 659,778 +760 001375__relation_nearest_to_unique_1 images_annotated/001375_001375__relation_nearest_to_unique_1.jpg Point to the car nearest to the heavy truck. 682,774 659,778 630,783 707,771 +761 001380__relation_left_of_unique_0 images_annotated/001380_001380__relation_left_of_unique_0.jpg Point to the black car parked on the far left. 406,785 505,797 621,780 98,847 +762 001380__relation_nearest_to_unique_1 images_annotated/001380_001380__relation_nearest_to_unique_1.jpg Which car is closest to the road sign? 505,797 621,780 653,775 405,785 +763 001380__unique_class_2 images_annotated/001380_001380__unique_class_2.jpg Point to the road sign on the left side of the road. 406,785 232,697 97,847 505,797 +764 001385__leftmost_in_class_0 images_annotated/001385_001385__leftmost_in_class_0.jpg Where is the leftmost car parked on the street? 63,851 386,782 487,795 613,777 +765 001385__pair_size_3 images_annotated/001385_001385__pair_size_3.jpg Point to the larger of the two heavy trucks on the right. 726,735 1114,725 699,764 672,767 +766 001390__leftmost_in_class_11 images_annotated/001390_001390__leftmost_in_class_11.jpg Which car is the leftmost one in the line of parked cars? 355,781 468,796 605,775 640,770 +767 001390__relation_nearest_to_unique_7 images_annotated/001390_001390__relation_nearest_to_unique_7.jpg Which car is closest to the heavy truck? 668,765 640,770 695,762 605,775 +768 001390__largest_in_class_0 images_annotated/001390_001390__largest_in_class_0.jpg Which car is the largest in the scene? 356,781 605,775 468,796 640,770 +769 001395__largest_in_class_7 images_annotated/001395_001395__largest_in_class_7.jpg Where is the largest car on the road? 331,783 597,778 447,802 632,772 +770 001395__leftmost_in_class_8 images_annotated/001395_001395__leftmost_in_class_8.jpg Point to the leftmost car in the line of parked vehicles. 330,783 448,802 597,778 632,772 +771 001395__pair_top_bottom_9 images_annotated/001395_001395__pair_top_bottom_9.jpg Find the top road sign in the pair of signs on the left. 86,671 88,642 331,783 448,802 +772 001400__leftmost_in_class_6 images_annotated/001400_001400__leftmost_in_class_6.jpg Point to the leftmost car on the road. 426,804 589,780 324,785 627,774 +773 001400__largest_in_class_5 images_annotated/001400_001400__largest_in_class_5.jpg Which car is the largest in the scene? 426,804 325,785 589,780 627,774 +774 001400__pair_top_bottom_7 images_annotated/001400_001400__pair_top_bottom_7.jpg Which road sign is the top one in the pair? 23,665 325,785 426,804 27,630 +775 001405__closest_bottom_edge_3 images_annotated/001405_001405__closest_bottom_edge_3.jpg Which car is closest to the bottom edge of the image? 290,786 583,780 622,774 403,808 +776 001405__relation_nearest_to_unique_0 images_annotated/001405_001405__relation_nearest_to_unique_0.jpg Point to the car nearest to the heavy truck. 657,769 689,764 622,774 583,780 +777 001405__quadrant_hint_9 images_annotated/001405_001405__quadrant_hint_9.jpg Where is the vehicle in the lower right quadrant? 690,764 657,769 1131,723 622,774 +778 001410__relation_nearest_to_unique_3 images_annotated/001410_001410__relation_nearest_to_unique_3.jpg Which car is nearest to the large white building on the left? 654,770 689,765 618,775 576,781 +779 001410__closest_bottom_edge_1 images_annotated/001410_001410__closest_bottom_edge_1.jpg Which car is closest to the bottom edge of the image? 277,787 576,781 618,775 378,810 +780 001410__unique_class_4 images_annotated/001410_001410__unique_class_4.jpg Point to the heavy truck on the far right. 690,765 654,770 1139,720 618,775 +781 001415__closest_bottom_edge_0 images_annotated/001415_001415__closest_bottom_edge_0.jpg Which car is closest to the bottom edge of the image? 353,819 236,793 570,787 614,778 +782 001415__quadrant_hint_2 images_annotated/001415_001415__quadrant_hint_2.jpg Find the vehicle in the lower right quadrant of the image. 691,767 652,774 614,778 1148,723 +783 001415__leftmost_in_class_1 images_annotated/001415_001415__leftmost_in_class_1.jpg Which car is the leftmost on the street? 353,819 570,787 236,793 614,778 +784 001420__closest_to_center_6 images_annotated/001420_001420__closest_to_center_6.jpg Point to the car closest to the center of the image. 691,773 650,778 610,783 563,792 +785 001420__pair_size_3 images_annotated/001420_001420__pair_size_3.jpg Find the larger of the two heavy trucks. 1158,726 727,737 691,773 650,778 +786 001420__pair_size_7 images_annotated/001420_001420__pair_size_7.jpg Find the smaller of the two heavy trucks. 1157,726 691,773 728,737 650,778 +787 001425__largest_in_class_8 images_annotated/001425_001425__largest_in_class_8.jpg Which car on the left is the largest? 168,795 554,796 604,787 282,833 +788 001425__smallest_in_class_0 images_annotated/001425_001425__smallest_in_class_0.jpg Which car on the far right is the smallest? 1903,683 1878,685 1835,687 691,775 +789 001425__unique_class_3 images_annotated/001425_001425__unique_class_3.jpg Point to the heavy truck on the right side of the road. 1162,727 691,775 648,781 604,787 +790 001430__bottommost_in_class_8 images_annotated/001430_001430__bottommost_in_class_8.jpg Where is the car that is lowest on the road, parked on the left? 238,840 128,789 543,797 597,788 +791 001430__relation_nearest_to_unique_2 images_annotated/001430_001430__relation_nearest_to_unique_2.jpg Point to the car nearest to the large SUV parked on the left. 643,781 689,775 597,788 543,797 +792 001430__unique_class_5 images_annotated/001430_001430__unique_class_5.jpg Find the heavy truck on the far right side of the road. 689,775 643,781 597,788 1169,726 +793 001435__closest_to_center_5 images_annotated/001435_001435__closest_to_center_5.jpg Where is the car closest to the center of the image? 686,775 852,756 637,783 588,790 +794 001435__pair_size_2 images_annotated/001435_001435__pair_size_2.jpg Which truck is the larger of the two? 728,738 852,756 1175,727 686,775 +795 001435__largest_in_class_8 images_annotated/001435_001435__largest_in_class_8.jpg Find the largest car on the road. 72,792 530,796 588,790 182,843 +796 001440__pair_size_5 images_annotated/001440_001440__pair_size_5.jpg Which heavy truck is the larger of the two? 1183,727 727,739 863,756 683,777 +797 001440__smallest_in_class_4 images_annotated/001440_001440__smallest_in_class_4.jpg Find the smallest heavy truck in the image. 1182,727 683,777 631,785 728,739 +798 001445__smallest_in_class_4 images_annotated/001445_001445__smallest_in_class_4.jpg Find the smallest car in the image. 679,776 1903,685 621,782 563,792 +799 001445__relation_nearest_to_unique_3 images_annotated/001445_001445__relation_nearest_to_unique_3.jpg Which car is closest to the heavy truck? 621,782 563,792 680,776 496,800 +800 001445__unique_class_2 images_annotated/001445_001445__unique_class_2.jpg Point to the heavy truck on the right side of the road. 1188,727 679,776 621,782 563,792 +801 001450__largest_in_class_4 images_annotated/001450_001450__largest_in_class_4.jpg Point to the largest car parked on the left side. 475,805 61,848 549,795 611,784 +802 001450__rightmost_in_class_3 images_annotated/001450_001450__rightmost_in_class_3.jpg Which car is the rightmost among the vehicles on the road? 611,784 549,795 475,805 674,777 +803 001450__unique_class_0 images_annotated/001450_001450__unique_class_0.jpg Point to the heavy truck on the right side of the road. 673,777 611,784 1192,728 549,795 +804 001455__leftmost_in_class_3 images_annotated/001455_001455__leftmost_in_class_3.jpg Find the leftmost car parked along the side of the road. 532,793 600,783 451,804 667,775 +805 001455__rightmost_in_class_0 images_annotated/001455_001455__rightmost_in_class_0.jpg Find the car parked farthest to the right on the left side of the road. 600,783 532,793 666,775 451,804 +806 001455__quadrant_hint_1 images_annotated/001455_001455__quadrant_hint_1.jpg Point to the vehicle in the lower right corner of the image. 1198,726 667,775 600,783 532,793 +807 001460__largest_in_class_3 images_annotated/001460_001460__largest_in_class_3.jpg Which car is the largest in the group? 513,796 588,785 660,775 424,806 +808 001460__relation_nearest_to_unique_1 images_annotated/001460_001460__relation_nearest_to_unique_1.jpg Which car is closest to the large white house on the left? 588,785 513,796 660,775 424,806 +809 001460__unique_class_2 images_annotated/001460_001460__unique_class_2.jpg Find the heavy truck among the cars. 660,775 588,785 1204,727 513,796 +810 001465__leftmost_in_class_4 images_annotated/001465_001465__leftmost_in_class_4.jpg Point to the car that is farthest to the left. 492,801 575,788 653,780 394,810 +811 001465__relation_nearest_to_unique_2 images_annotated/001465_001465__relation_nearest_to_unique_2.jpg Which car is closest to the large white house on the left? 653,780 575,788 492,801 393,810 +812 001465__unique_class_3 images_annotated/001465_001465__unique_class_3.jpg Find the heavy truck among the cars. 653,780 575,788 1208,730 492,801 +813 001470__largest_in_class_3 images_annotated/001470_001470__largest_in_class_3.jpg Which car is the largest on the left side? 468,803 357,814 561,789 645,780 +814 001470__rightmost_in_class_4 images_annotated/001470_001470__rightmost_in_class_4.jpg Point to the rightmost car in the row of parked vehicles. 561,789 468,803 358,814 645,780 +815 001470__quadrant_hint_1 images_annotated/001470_001470__quadrant_hint_1.jpg Find the vehicle in the lower right quadrant. 645,780 561,789 1213,731 468,803 +816 001475__rightmost_in_class_3 images_annotated/001475_001475__rightmost_in_class_3.jpg Where is the rightmost car in the scene? 546,787 443,801 317,814 636,777 +817 001475__largest_in_class_2 images_annotated/001475_001475__largest_in_class_2.jpg Point to the largest vehicle in the image. 698,736 636,776 1217,730 546,787 +818 001475__pair_size_4 images_annotated/001475_001475__pair_size_4.jpg Which truck is the smaller of the two? 1218,730 699,735 636,776 546,787 +819 001480__smallest_in_class_1 images_annotated/001480_001480__smallest_in_class_1.jpg Find the smallest heavy truck in the scene. 691,732 1223,727 627,778 528,788 +820 001480__largest_in_class_4 images_annotated/001480_001480__largest_in_class_4.jpg Tap the largest car in the scene. 410,801 528,788 269,815 627,778 +821 001485__largest_in_class_3 images_annotated/001485_001485__largest_in_class_3.jpg Which car is the largest in the group? 374,809 509,793 215,825 617,780 +822 001485__pair_size_0 images_annotated/001485_001485__pair_size_0.jpg Point to the smaller of the two heavy trucks. 685,734 1229,729 617,780 509,793 +823 001485__smallest_in_class_4 images_annotated/001485_001485__smallest_in_class_4.jpg Where is the smallest car in the image? 616,780 509,793 374,809 215,825 +824 001490__closest_to_center_1 images_annotated/001490_001490__closest_to_center_1.jpg Find the car closest to the center of the image. 488,796 334,815 148,832 607,780 +825 001490__pair_size_2 images_annotated/001490_001490__pair_size_2.jpg Which heavy truck is the larger of the two? 680,732 1235,728 606,780 488,796 +826 001495__largest_in_class_0 images_annotated/001495_001495__largest_in_class_0.jpg Find the largest heavy truck in the scene. 1242,728 675,732 594,781 464,794 +827 001495__smallest_in_class_1 images_annotated/001495_001495__smallest_in_class_1.jpg Tap the smallest heavy truck in the scene. 1242,728 594,781 676,732 464,794 +828 001500__leftmost_in_class_0 images_annotated/001500_001500__leftmost_in_class_0.jpg Point to the leftmost car parked on the street. 226,823 438,798 65,833 582,783 +829 001500__smallest_in_class_4 images_annotated/001500_001500__smallest_in_class_4.jpg Find the smallest car on the road. 438,798 226,823 582,783 65,833 +830 001500__largest_in_class_2 images_annotated/001500_001500__largest_in_class_2.jpg Find the largest car parked on the left side of the road. 227,823 65,833 438,798 582,783 +831 001505__closest_to_center_4 images_annotated/001505_001505__closest_to_center_4.jpg Where is the car closest to the center of the image? 1358,743 569,790 1044,758 409,805 +832 001505__rightmost_in_class_3 images_annotated/001505_001505__rightmost_in_class_3.jpg Tap the car that is farthest to the right. 1357,743 1044,758 569,790 409,805 +833 001505__quadrant_hint_1 images_annotated/001505_001505__quadrant_hint_1.jpg Point to the heavy truck in the lower left quadrant. 1257,731 662,735 569,790 409,805 +834 001510__smallest_in_class_2 images_annotated/001510_001510__smallest_in_class_2.jpg Which car is the smallest? 1067,761 555,795 1367,745 376,816 +835 001510__largest_in_class_0 images_annotated/001510_001510__largest_in_class_0.jpg Find the largest truck in the image. 657,738 1265,733 1367,745 1067,761 +836 001510__closest_to_center_1 images_annotated/001510_001510__closest_to_center_1.jpg Where is the car closest to the center of the image? 1068,761 1367,745 555,795 376,816 +837 001515__leftmost_in_class_2 images_annotated/001515_001515__leftmost_in_class_2.jpg Point to the leftmost car in the scene. 67,840 337,818 539,795 1082,758 +838 001515__smallest_in_class_3 images_annotated/001515_001515__smallest_in_class_3.jpg Which heavy truck is the smallest? 1273,729 539,795 651,734 337,818 +839 001515__pair_size_4 images_annotated/001515_001515__pair_size_4.jpg Tap the larger of the two heavy trucks. 650,734 1273,729 1376,742 1082,758 +840 001520__relation_nearest_to_unique_1 images_annotated/001520_001520__relation_nearest_to_unique_1.jpg Find the car that is nearest to the road sign. 523,796 298,822 1103,756 1385,740 +841 001520__smallest_in_class_3 images_annotated/001520_001520__smallest_in_class_3.jpg Where is the smallest car in the image? 1103,756 523,796 298,822 1384,740 +842 001520__unique_class_0 images_annotated/001520_001520__unique_class_0.jpg Point to the road sign on the left side of the road. 298,822 523,796 271,681 643,732 +843 001525__largest_in_class_0 images_annotated/001525_001525__largest_in_class_0.jpg Which car is the largest on the left side of the road? 246,827 504,798 1121,754 1395,738 +844 001525__closest_to_center_3 images_annotated/001525_001525__closest_to_center_3.jpg Where is the car closest to the center of the image? 1395,738 1430,739 1121,754 504,798 +845 001525__pair_size_7 images_annotated/001525_001525__pair_size_7.jpg Tap the larger of the two heavy trucks on the right. 635,733 1395,738 1430,739 1292,725 +846 001530__largest_in_class_1 images_annotated/001530_001530__largest_in_class_1.jpg Point to the largest car on the left side of the road. 482,800 1142,754 1405,739 182,831 +847 001530__smallest_in_class_3 images_annotated/001530_001530__smallest_in_class_3.jpg Point to the smallest heavy truck in the image. 628,733 1301,725 482,800 182,831 +848 001530__closest_top_edge_4 images_annotated/001530_001530__closest_top_edge_4.jpg Find the road sign that is closest to the top edge of the image. 169,668 171,640 182,831 482,800 +849 001535__leftmost_in_class_1 images_annotated/001535_001535__leftmost_in_class_1.jpg Point to the leftmost car in the image. 456,805 1168,756 1414,739 115,842 +850 001535__closest_to_center_2 images_annotated/001535_001535__closest_to_center_2.jpg Where is the car closest to the center of the image? 1167,756 1414,739 1455,741 456,805 +851 001535__smallest_in_class_3 images_annotated/001535_001535__smallest_in_class_3.jpg Which heavy truck is the smallest? 1311,726 456,805 618,733 116,842 +852 001540__leftmost_in_class_0 images_annotated/001540_001540__leftmost_in_class_0.jpg Point to the car on the far left of the road. 428,805 81,848 1187,753 1425,737 +853 001540__closest_right_edge_2 images_annotated/001540_001540__closest_right_edge_2.jpg Find the car closest to the right edge of the image. 1425,737 1187,753 1469,738 428,805 +854 001540__pair_top_bottom_3 images_annotated/001540_001540__pair_top_bottom_3.jpg Which road sign is the top one in the pair? 27,651 33,615 80,848 428,805 +855 001545__rightmost_in_class_1 images_annotated/001545_001545__rightmost_in_class_1.jpg Where is the rightmost car in the image? 1745,708 1481,736 1436,736 1212,752 +856 001545__closest_to_center_4 images_annotated/001545_001545__closest_to_center_4.jpg Tap the car closest to the center of the image. 1436,736 1481,736 1212,752 1746,709 +857 001545__quadrant_hint_0 images_annotated/001545_001545__quadrant_hint_0.jpg Point to the heavy truck in the lower-left quadrant. 1332,723 591,733 395,812 1212,752 +858 001550__pair_size_0 images_annotated/001550_001550__pair_size_0.jpg Which truck is the smaller of the two? 1343,719 358,813 1234,749 580,728 +859 001550__pair_size_3 images_annotated/001550_001550__pair_size_3.jpg Which truck is the larger of the two? 579,728 1342,719 1446,733 1234,749 +860 001555__leftmost_in_class_1 images_annotated/001555_001555__leftmost_in_class_1.jpg Point to the leftmost car in the scene. 1260,746 1460,731 1509,732 317,826 +861 001555__quadrant_hint_3 images_annotated/001555_001555__quadrant_hint_3.jpg Where is the heavy truck on the right side of the image? 566,726 1356,717 1260,746 1460,731 +862 001555__rightmost_in_class_0 images_annotated/001555_001555__rightmost_in_class_0.jpg Which car is the rightmost one in the scene? 1509,732 1460,731 1260,746 316,826 +863 001560__rightmost_in_class_3 images_annotated/001560_001560__rightmost_in_class_3.jpg Tap the car that is farthest to the right. 1472,728 1283,743 265,828 1524,728 +864 001560__closest_to_center_2 images_annotated/001560_001560__closest_to_center_2.jpg Point to the car closest to the center of the image. 1283,743 1472,728 1524,728 265,828 +865 001560__quadrant_hint_0 images_annotated/001560_001560__quadrant_hint_0.jpg Point to the truck on the right side of the image. 550,722 1283,743 1367,713 1472,728 +866 001565__pair_left_right_0 images_annotated/001565_001565__pair_left_right_0.jpg Point to the larger of the two heavy trucks. 536,718 1379,708 1297,738 1484,724 +867 001565__smallest_in_class_2 images_annotated/001565_001565__smallest_in_class_2.jpg Which car is the smallest? 1484,724 1539,725 206,824 1298,738 +868 001565__rightmost_in_class_3 images_annotated/001565_001565__rightmost_in_class_3.jpg Which car is the rightmost one? 1540,725 1484,724 1297,738 206,824 +869 001570__largest_in_class_0 images_annotated/001570_001570__largest_in_class_0.jpg Which car is the largest in the scene? 545,758 1497,725 1554,722 144,835 +870 001570__quadrant_hint_2 images_annotated/001570_001570__quadrant_hint_2.jpg Where is the heavy truck in the lower-left quadrant? 1394,709 545,758 515,721 144,835 +871 001570__pair_size_3 images_annotated/001570_001570__pair_size_3.jpg Find the smaller of the two heavy trucks. 515,721 1394,708 1497,725 1554,722 +872 001575__largest_in_class_2 images_annotated/001575_001575__largest_in_class_2.jpg Which car is the largest in the scene? 532,763 113,845 1510,727 1572,728 +873 001575__quadrant_hint_1 images_annotated/001575_001575__quadrant_hint_1.jpg Point to the heavy truck on the left side of the road. 1406,711 532,763 114,845 495,725 +874 001575__pair_size_4 images_annotated/001575_001575__pair_size_4.jpg Which truck is the smaller of the two heavy trucks? 1405,711 495,725 1510,727 1572,728 +875 001580__smallest_in_class_3 images_annotated/001580_001580__smallest_in_class_3.jpg Find the smallest heavy truck in the scene. 1421,708 472,725 1522,725 1589,726 +876 001580__rightmost_in_class_0 images_annotated/001580_001580__rightmost_in_class_0.jpg Point to the car on the far right of the road. 1736,706 1589,726 1851,692 1522,725 +877 001580__closest_to_center_1 images_annotated/001580_001580__closest_to_center_1.jpg Find the car closest to the center of the image. 735,762 789,760 517,762 78,842 +878 001585__largest_in_class_3 images_annotated/001585_001585__largest_in_class_3.jpg Tap the largest heavy truck in the scene. 1437,708 447,727 506,766 735,763 +879 001585__pair_size_4 images_annotated/001585_001585__pair_size_4.jpg Find the smaller of the two heavy trucks. 448,727 1436,708 1537,722 1607,724 +880 001590__leftmost_in_class_4 images_annotated/001590_001590__leftmost_in_class_4.jpg Which car is the leftmost one in the image? 732,761 783,761 499,765 1552,718 +881 001590__largest_in_class_2 images_annotated/001590_001590__largest_in_class_2.jpg Which car is the largest in the image? 1552,718 1624,720 1766,699 1797,693 +882 001590__rightmost_in_class_0 images_annotated/001590_001590__rightmost_in_class_0.jpg Which car is the rightmost one in the image? 1797,693 1766,699 1878,684 1625,720 +883 001595__relation_nearest_to_unique_4 images_annotated/001595_001595__relation_nearest_to_unique_4.jpg Find the car that is nearest to the person. 1571,716 1782,696 1644,718 1815,690 +884 001595__unique_class_0 images_annotated/001595_001595__unique_class_0.jpg Point to the person standing near the cars on the right. 1644,718 1655,713 1571,716 1782,696 +885 001595__closest_to_center_2 images_annotated/001595_001595__closest_to_center_2.jpg Point to the car closest to the center of the road. 728,762 488,766 430,763 781,761 +886 001600__pair_size_5 images_annotated/001600_001600__pair_size_5.jpg Find the smaller of the two heavy trucks. 1486,700 359,725 1584,717 1665,718 +887 001600__closest_to_center_1 images_annotated/001600_001600__closest_to_center_1.jpg Find the car closest to the center of the image. 725,766 479,770 408,766 778,762 +888 001600__quadrant_hint_0 images_annotated/001600_001600__quadrant_hint_0.jpg Where is the person on the far right side of the road? 1665,718 1584,717 1678,712 1798,695 +889 001605__leftmost_in_class_1 images_annotated/001605_001605__leftmost_in_class_1.jpg Point to the leftmost car in the line of traffic. 472,770 397,766 709,767 776,763 +890 001605__relation_nearest_to_unique_5 images_annotated/001605_001605__relation_nearest_to_unique_5.jpg Where is the car nearest to the person? 1601,713 1814,692 1686,714 1847,686 +891 001605__closest_to_center_4 images_annotated/001605_001605__closest_to_center_4.jpg Find the car closest to the center of the road. 776,762 720,765 472,770 398,766 +892 001610__largest_in_class_3 images_annotated/001610_001610__largest_in_class_3.jpg Which car is the largest among the vehicles on the right? 1621,709 1707,710 1831,687 1863,681 +893 001610__leftmost_in_class_6 images_annotated/001610_001610__leftmost_in_class_6.jpg Which car is the leftmost one in the line of traffic? 459,769 386,767 705,766 717,763 +894 001610__closest_to_center_5 images_annotated/001610_001610__closest_to_center_5.jpg Which car is closest to the center of the image? 717,763 705,766 459,769 772,762 +895 001615__relation_nearest_to_unique_2 images_annotated/001615_001615__relation_nearest_to_unique_2.jpg Find the car closest to the person. 1640,704 1850,687 1882,681 1730,710 +896 001615__leftmost_in_class_4 images_annotated/001615_001615__leftmost_in_class_4.jpg Point to the leftmost car in the row of vehicles on the left. 373,770 311,771 449,772 703,769 +897 001615__pair_size_6 images_annotated/001615_001615__pair_size_6.jpg Find the larger of the two heavy trucks. 1547,691 312,771 228,717 373,770 +898 001620__leftmost_in_class_2 images_annotated/001620_001620__leftmost_in_class_2.jpg Where is the leftmost car on the road? 363,769 439,773 292,769 700,768 +899 001620__relation_nearest_to_unique_5 images_annotated/001620_001620__relation_nearest_to_unique_5.jpg Point to the heavy truck nearest to the person. 176,712 1569,687 1756,707 1781,699 +900 001620__largest_in_class_1 images_annotated/001620_001620__largest_in_class_1.jpg Which vehicle is the largest in the scene? 177,712 1569,687 292,769 363,769 +901 001625__largest_in_class_1 images_annotated/001625_001625__largest_in_class_1.jpg Which heavy truck is the largest in the scene? 1593,683 277,769 113,708 355,768 +902 001625__relation_nearest_to_unique_3 images_annotated/001625_001625__relation_nearest_to_unique_3.jpg Find the heavy truck that is nearest to the person. 113,708 1594,683 1689,702 1784,703 +903 001625__quadrant_hint_0 images_annotated/001625_001625__quadrant_hint_0.jpg Where is the person standing on the grass by the food truck? 1811,696 1784,703 1889,678 1689,702 +904 001630__relation_right_of_unique_4 images_annotated/001630_001630__relation_right_of_unique_4.jpg Where is the car to the right of the person? 1802,703 1901,676 1724,702 768,767 +905 001630__largest_in_class_3 images_annotated/001630_001630__largest_in_class_3.jpg Which is the largest vehicle in the image? 1618,682 265,770 339,771 63,705 +906 001635__relation_nearest_to_unique_3 images_annotated/001635_001635__relation_nearest_to_unique_3.jpg Find the car nearest to the person on the right. 1831,701 1910,679 1753,701 767,768 +907 001635__closest_to_center_2 images_annotated/001635_001635__closest_to_center_2.jpg Point to the car nearest to the center of the image. 707,769 693,770 413,776 766,768 +908 001635__pair_left_right_1 images_annotated/001635_001635__pair_left_right_1.jpg Find the person on the left side of the pair. 1872,691 1697,717 1753,701 1644,680 +909 001640__rightmost_in_class_1 images_annotated/001640_001640__rightmost_in_class_1.jpg Which car is positioned furthest to the right? 1787,696 1859,698 822,762 767,767 +910 001640__quadrant_hint_0 images_annotated/001640_001640__quadrant_hint_0.jpg Find the brown truck on the right side of the road. 1729,714 1787,696 1859,698 1670,677 +911 001640__relation_nearest_to_unique_2 images_annotated/001640_001640__relation_nearest_to_unique_2.jpg Which person is closest to the heavy truck? 1730,714 1904,689 1787,696 1671,677 +912 001645__largest_in_class_6 images_annotated/001645_001645__largest_in_class_6.jpg Point to the largest car on the far right of the image. 1816,697 1882,698 823,763 766,768 +913 001645__relation_nearest_to_unique_1 images_annotated/001645_001645__relation_nearest_to_unique_1.jpg Which car is closest to the person standing near the large brown truck? 1881,698 823,763 766,768 1816,697 +914 001645__closest_to_center_4 images_annotated/001645_001645__closest_to_center_4.jpg Find the car closest to the center of the image. 766,768 824,762 727,764 702,769 +915 001650__relation_nearest_to_unique_5 images_annotated/001650_001650__relation_nearest_to_unique_5.jpg Point to the car nearest to the person on the right. 1843,696 1896,696 823,764 765,769 +916 001650__leftmost_in_class_0 images_annotated/001650_001650__leftmost_in_class_0.jpg Point to the leftmost car on the road. 298,774 382,777 213,772 684,774 +917 001650__unique_class_8 images_annotated/001650_001650__unique_class_8.jpg Where is the heavy truck parked on the right? 1788,713 1728,673 1844,696 1896,696 +918 001655__closest_to_center_2 images_annotated/001655_001655__closest_to_center_2.jpg Point to the car closest to the center of the image. 822,764 763,769 724,766 698,771 +919 001655__leftmost_in_class_6 images_annotated/001655_001655__leftmost_in_class_6.jpg Point to the leftmost car in the image. 286,774 372,777 200,770 681,774 +920 001655__unique_class_3 images_annotated/001655_001655__unique_class_3.jpg Find the heavy truck on the right side of the road. 1823,708 1876,693 1908,695 1757,670 +921 001660__relation_nearest_to_unique_7 images_annotated/001660_001660__relation_nearest_to_unique_7.jpg Point to the car nearest to the person. 822,765 762,770 722,767 1903,691 +922 001660__leftmost_in_class_1 images_annotated/001660_001660__leftmost_in_class_1.jpg Point to the leftmost car on the road. 272,774 361,777 184,771 678,774 +923 001660__quadrant_hint_6 images_annotated/001660_001660__quadrant_hint_6.jpg Tap the person on the far right side of the image. 1902,691 1855,707 1784,666 822,765 +924 001665__rightmost_in_class_4 images_annotated/001665_001665__rightmost_in_class_4.jpg Which car is the rightmost one in the image? 760,772 721,768 822,767 693,773 +925 001665__unique_class_3 images_annotated/001665_001665__unique_class_3.jpg Point to the large brown truck on the far right. 1812,664 1887,707 821,767 760,772 +926 001665__unique_class_5 images_annotated/001665_001665__unique_class_5.jpg Where is the person standing on the sidewalk? 1813,664 821,767 760,772 1887,707 +927 001670__leftmost_in_class_0 images_annotated/001670_001670__leftmost_in_class_0.jpg Point to the leftmost car in the row of parked cars on the left side of the street. 245,777 343,781 156,772 670,777 +928 001670__largest_in_class_5 images_annotated/001670_001670__largest_in_class_5.jpg Find the largest car in the group of vehicles on the left. 344,781 245,777 156,772 670,777 +929 001670__relation_nearest_to_unique_4 images_annotated/001670_001670__relation_nearest_to_unique_4.jpg Which car is closest to the large brown truck on the right? 820,769 758,774 718,771 689,775 +930 001675__rightmost_in_class_8 images_annotated/001675_001675__rightmost_in_class_8.jpg Point to the rightmost car in the image. 755,776 818,771 715,772 685,777 +931 001675__quadrant_hint_7 images_annotated/001675_001675__quadrant_hint_7.jpg Where is the vehicle in the lower right corner? 1839,659 818,771 755,776 715,772 +932 001675__leftmost_in_class_3 images_annotated/001675_001675__leftmost_in_class_3.jpg Point to the leftmost car on the street. 230,778 320,782 666,780 140,773 +933 001680__smallest_in_class_7 images_annotated/001680_001680__smallest_in_class_7.jpg Which car appears smallest in the image? 682,777 752,776 662,780 712,772 +934 001680__relation_nearest_to_unique_4 images_annotated/001680_001680__relation_nearest_to_unique_4.jpg Which car is closest to the red traffic light on the right? 752,776 713,772 816,771 682,777 +935 001680__quadrant_hint_8 images_annotated/001680_001680__quadrant_hint_8.jpg Point to the vehicle in the lower right corner. 816,771 1855,656 752,776 713,772 +936 001685__smallest_in_class_7 images_annotated/001685_001685__smallest_in_class_7.jpg Find the smallest car among the group. 678,779 750,778 710,774 656,782 +937 001685__unique_class_1 images_annotated/001685_001685__unique_class_1.jpg Point to the large truck on the right. 814,773 750,778 710,774 1866,657 +938 001685__rightmost_in_class_0 images_annotated/001685_001685__rightmost_in_class_0.jpg Find the car on the far right side of the road. 750,778 814,773 710,774 678,779 +939 001690__rightmost_in_class_4 images_annotated/001690_001690__rightmost_in_class_4.jpg Where is the rightmost car in the line of traffic? 747,779 812,774 707,774 674,779 +940 001690__leftmost_in_class_0 images_annotated/001690_001690__leftmost_in_class_0.jpg Point to the leftmost car parked on the street. 189,780 289,784 96,775 653,783 +941 001690__smallest_in_class_6 images_annotated/001690_001690__smallest_in_class_6.jpg Tap the smallest car visible in the image. 674,779 747,779 653,783 707,774 +942 001695__largest_in_class_3 images_annotated/001695_001695__largest_in_class_3.jpg Where is the largest car on the road? 179,780 275,784 83,772 649,779 +943 001695__leftmost_in_class_1 images_annotated/001695_001695__leftmost_in_class_1.jpg Which car is the leftmost one in the image? 179,780 275,784 649,779 83,772 +944 001695__rightmost_in_class_6 images_annotated/001695_001695__rightmost_in_class_6.jpg Point to the rightmost car in the image. 744,777 704,773 810,772 671,778 +945 001700__leftmost_in_class_3 images_annotated/001700_001700__leftmost_in_class_3.jpg Which car is the leftmost one parked on the street? 164,780 265,784 69,773 645,781 +946 001700__rightmost_in_class_4 images_annotated/001700_001700__rightmost_in_class_4.jpg Point to the car that is farthest to the right in the scene. 743,777 808,772 702,772 669,778 +947 001700__smallest_in_class_6 images_annotated/001700_001700__smallest_in_class_6.jpg Which car is the smallest one in the image? 669,778 743,777 645,781 703,772 +948 001705__relation_nearest_to_unique_1 images_annotated/001705_001705__relation_nearest_to_unique_1.jpg Which car is closest to the road sign? 740,778 699,773 806,774 664,778 +949 001705__leftmost_in_class_7 images_annotated/001705_001705__leftmost_in_class_7.jpg Which car is positioned farthest to the left? 152,780 56,774 255,785 641,783 +950 001705__unique_class_8 images_annotated/001705_001705__unique_class_8.jpg Where is the only road sign in the image? 807,774 740,778 1306,727 699,773 +951 001710__relation_nearest_to_unique_2 images_annotated/001710_001710__relation_nearest_to_unique_2.jpg Which car is closest to the road sign? 738,780 698,774 806,775 661,780 +952 001710__leftmost_in_class_0 images_annotated/001710_001710__leftmost_in_class_0.jpg Which car is the leftmost one in the scene? 46,777 141,782 246,788 636,785 +953 001710__unique_class_5 images_annotated/001710_001710__unique_class_5.jpg Where is the road sign located? 806,775 738,780 698,774 1311,728 +954 001715__smallest_in_class_2 images_annotated/001715_001715__smallest_in_class_2.jpg Which car is the smallest in the scene? 658,780 735,780 633,785 695,773 +955 001715__leftmost_in_class_6 images_annotated/001715_001715__leftmost_in_class_6.jpg Which car is the leftmost in the image? 130,782 233,787 42,775 633,785 +956 001715__relation_nearest_to_unique_7 images_annotated/001715_001715__relation_nearest_to_unique_7.jpg Which car is nearest to the person? 804,775 735,780 695,773 658,780 +957 001720__largest_in_class_4 images_annotated/001720_001720__largest_in_class_4.jpg Find the largest car on the left side of the road. 120,781 223,787 36,774 629,785 +958 001720__smallest_in_class_5 images_annotated/001720_001720__smallest_in_class_5.jpg Which car is the smallest in the group? 655,779 733,779 629,785 693,775 +959 001720__quadrant_hint_3 images_annotated/001720_001720__quadrant_hint_3.jpg Where is the person standing on the far right? 804,774 733,779 1311,762 693,775 +960 001725__smallest_in_class_0 images_annotated/001725_001725__smallest_in_class_0.jpg Which car is the smallest one on the road? 653,778 731,777 627,783 689,772 +961 001725__largest_in_class_5 images_annotated/001725_001725__largest_in_class_5.jpg Find the largest car in the image. 112,780 215,784 30,773 627,783 +962 001725__quadrant_hint_6 images_annotated/001725_001725__quadrant_hint_6.jpg Where is the object in the lower right quadrant? 1317,755 802,773 1125,735 731,777 +963 001730__leftmost_in_class_7 images_annotated/001730_001730__leftmost_in_class_7.jpg Tap the leftmost car. 100,779 205,785 31,772 624,779 +964 001730__smallest_in_class_2 images_annotated/001730_001730__smallest_in_class_2.jpg Find the smallest car in the scene. 728,777 689,771 650,778 624,779 +965 001730__rightmost_in_class_0 images_annotated/001730_001730__rightmost_in_class_0.jpg Point to the rightmost car in the image. 801,773 728,777 689,771 650,778 +966 001735__relation_nearest_to_unique_4 images_annotated/001735_001735__relation_nearest_to_unique_4.jpg Which car is closest to the rider? 727,777 687,770 649,777 801,772 +967 001735__leftmost_in_class_0 images_annotated/001735_001735__leftmost_in_class_0.jpg Point to the leftmost car on the road. 96,779 199,784 25,771 621,777 +968 001735__unique_class_1 images_annotated/001735_001735__unique_class_1.jpg Find the only person riding a bike in the image. 1144,737 800,772 727,777 687,770 +969 001740__relation_nearest_to_unique_6 images_annotated/001740_001740__relation_nearest_to_unique_6.jpg Point to the car nearest to the person. 799,772 726,777 685,771 645,777 +970 001740__largest_in_class_3 images_annotated/001740_001740__largest_in_class_3.jpg Find the largest car on the road. 85,779 194,784 19,774 617,783 +971 001740__smallest_in_class_5 images_annotated/001740_001740__smallest_in_class_5.jpg Where is the smallest car in the image? 645,777 726,777 685,771 617,783 +972 001745__quadrant_hint_0 images_annotated/001745_001745__quadrant_hint_0.jpg Find the person on the far right of the image. 1162,737 799,772 1323,754 725,776 +973 001745__unique_class_1 images_annotated/001745_001745__unique_class_1.jpg Where is the person riding a bike? 1162,737 1323,754 799,772 725,776 +974 001750__rightmost_in_class_1 images_annotated/001750_001750__rightmost_in_class_1.jpg Which car is on the far right of the road? 722,777 797,772 681,770 641,776 +975 001750__largest_in_class_4 images_annotated/001750_001750__largest_in_class_4.jpg Which car is the largest in the scene? 68,776 611,782 177,783 641,776 +976 001750__quadrant_hint_5 images_annotated/001750_001750__quadrant_hint_5.jpg Find the object in the lower right quadrant. 796,772 722,777 681,770 1171,735 +977 001755__smallest_in_class_2 images_annotated/001755_001755__smallest_in_class_2.jpg Which car is the smallest one on the road? 639,776 721,776 609,781 680,770 +978 001755__rightmost_in_class_3 images_annotated/001755_001755__rightmost_in_class_3.jpg Which car is the rightmost one in the image? 721,776 795,773 680,770 639,776 +979 001755__unique_class_4 images_annotated/001755_001755__unique_class_4.jpg Where is the only person riding a bike in the scene? 1181,733 1324,759 795,773 721,776 +980 001760__relation_nearest_to_unique_4 images_annotated/001760_001760__relation_nearest_to_unique_4.jpg Which car is closest to the person on the right? 720,776 679,769 636,776 795,772 +981 001760__largest_in_class_1 images_annotated/001760_001760__largest_in_class_1.jpg Find the largest car in the image. 55,775 607,781 165,781 636,776 +982 001760__smallest_in_class_5 images_annotated/001760_001760__smallest_in_class_5.jpg Find the smallest car in the image. 720,776 680,769 636,776 607,781 +983 001765__largest_in_class_1 images_annotated/001765_001765__largest_in_class_1.jpg Find the largest car on the left side of the road. 156,781 52,774 606,783 636,777 +984 001765__leftmost_in_class_0 images_annotated/001765_001765__leftmost_in_class_0.jpg Point to the leftmost car in the image. 156,781 606,783 52,774 636,777 +985 001765__smallest_in_class_4 images_annotated/001765_001765__smallest_in_class_4.jpg Where is the smallest car in the image? 719,777 636,777 606,783 678,768 +986 001770__quadrant_hint_1 images_annotated/001770_001770__quadrant_hint_1.jpg Where is the rider located in the lower right quadrant? 1212,734 1211,774 1322,762 793,773 +987 001770__unique_class_2 images_annotated/001770_001770__unique_class_2.jpg Point to the person walking on the far right. 1211,774 1211,734 793,773 1323,762 +988 001775__quadrant_hint_0 images_annotated/001775_001775__quadrant_hint_0.jpg Where is the rider in the lower right corner? 1223,776 792,773 716,777 1221,733 +989 001775__relation_nearest_to_unique_1 images_annotated/001775_001775__relation_nearest_to_unique_1.jpg Where is the rider nearest to the cyclist? 1221,733 1223,776 792,773 716,777 +990 001780__largest_in_class_1 images_annotated/001780_001780__largest_in_class_1.jpg Find the largest car in the image. 142,779 45,770 600,781 631,776 +991 001780__leftmost_in_class_0 images_annotated/001780_001780__leftmost_in_class_0.jpg Which car is the leftmost one in the image? 143,779 44,770 600,781 631,776 +992 001780__unique_class_3 images_annotated/001780_001780__unique_class_3.jpg Where is the cyclist riding across the street? 1233,732 1316,762 791,774 1236,777 +993 001785__leftmost_in_class_2 images_annotated/001785_001785__leftmost_in_class_2.jpg Point to the leftmost car on the street. 42,771 143,778 598,783 630,777 +994 001785__largest_in_class_3 images_annotated/001785_001785__largest_in_class_3.jpg Find the largest car on the left side of the road. 42,771 142,778 598,783 630,777 +995 001785__quadrant_hint_6 images_annotated/001785_001785__quadrant_hint_6.jpg Find the person in the lower right corner of the image. 1246,778 1244,735 791,774 1311,768 +996 001790__largest_in_class_2 images_annotated/001790_001790__largest_in_class_2.jpg Find the largest car on the road. 41,771 598,784 630,776 140,778 +997 001790__rightmost_in_class_6 images_annotated/001790_001790__rightmost_in_class_6.jpg Where is the rightmost car in the image? 713,778 791,775 674,770 630,776 +998 001790__leftmost_in_class_1 images_annotated/001790_001790__leftmost_in_class_1.jpg Point to the leftmost car in the image. 40,771 140,778 598,784 630,776 +999 001795__leftmost_in_class_1 images_annotated/001795_001795__leftmost_in_class_1.jpg Which car is the leftmost one in the scene? 137,778 596,783 40,771 629,777 +1000 001795__unique_class_2 images_annotated/001795_001795__unique_class_2.jpg Point to the rider on the bicycle. 1273,783 1271,733 791,775 713,779 +1001 001795__quadrant_hint_0 images_annotated/001795_001795__quadrant_hint_0.jpg Where is the cyclist on the right side of the road? 1272,733 791,775 1273,783 713,779 +1002 001800__smallest_in_class_0 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b/data/Metropolis2DPointing/images_annotated/001800_001800__smallest_in_class_0.jpg @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1bcb9117bfcc22d1b8a16bfac8778a6b1e2f2afe5b149779f75007b8462c8e91 +size 304841 diff --git a/data/Referring Expressions/RUN.md b/data/Referring Expressions/RUN.md new file mode 100644 index 0000000000000000000000000000000000000000..d59b4f11d7c7990fa10a2c003f872a1871c65e44 --- /dev/null +++ b/data/Referring Expressions/RUN.md @@ -0,0 +1,184 @@ +# How to run `prep_refdrone_data.py` + +This script prepares the **RefDrone test split** for public inference. It is +strictly **web-only**: every annotation and image is downloaded from a public +mirror on each run. The script never reads any pre-existing local copy of +RefDrone or VisDrone elsewhere on disk. + +## Prerequisites + +- Python 3.8 or later +- Internet access (for HuggingFace and the VisDrone image mirrors) +- About **1 GB** of free disk for the temporary archive plus the extracted images + +## Web sources + +| What | Source | Size | +| --- | --- | --- | +| Annotation JSON (`RefDrone_test_mdetr.json`) | `https://huggingface.co/datasets/sunzc-sunny/RefDrone/resolve/main/RefDrone_test_mdetr.json` | ~3.3 MB | +| Image archive (`VisDrone2019-DET-test-dev.zip`) — primary | `https://github.com/ultralytics/assets/releases/download/v0.0.0/VisDrone2019-DET-test-dev.zip` (Ultralytics GitHub Release) | ~297 MB | +| Image archive — fallback | Google Drive id `1PFdW_VFSCfZ_sTSZAGjQdifF_Xd5mf0V` via `gdown` (canonical link from `https://github.com/VisDrone/VisDrone-Dataset`) | ~297 MB | + +The image archive is tried in the order listed. The script falls through to the +next mirror automatically if one fails (including the well-known Google Drive +"too many users" quota error). + +## Step 1 — Navigate to the repo root + +```bash +cd /path/to/iib +``` + +The script's repo root is the `iib/` directory. All commands below are run from +there. + +## Step 2 — Install `gdown` (only required for the Google Drive fallback) + +```bash +pip install gdown +``` + +If the primary HTTPS mirror works, `gdown` is not invoked. Installing it +up-front is still recommended so the fallback works on machines where the +primary mirror is unreachable. + +## Step 3 — Run the script + +```bash +python3 scripts/refdrone/prep_refdrone_data.py +``` + +Flags: + +| Flag | Effect | +| --- | --- | +| `--force` | Re-download annotation and image archive even if outputs exist | +| `--keep-zip` | Keep the downloaded `VisDrone2019-DET-test-dev.zip` after extraction (default: deleted) | + +## What the script does + +1. Downloads `RefDrone_test_mdetr.json` from HuggingFace (~3.3 MB). +2. Parses the annotation and writes `refdrone_data.jsonl` (3,276 rows, one per + referring expression — no GT bboxes are ever written to this file). +3. Downloads `VisDrone2019-DET-test-dev.zip` (~297 MB) from the first working + mirror, validates size, validates SHA-256, extracts the 1,503 required + images into `images/`, then deletes the zip (unless `--keep-zip`). +4. Writes a `data_summary.json` report under `reports/` recording which + mirror was used. +5. Hard-validates final counts: exactly **3,276** JSONL rows and exactly + **1,503** `.jpg` files. Any mismatch aborts with a non-zero exit code. + +## Output structure + +Outputs are written under the repo root at: + +``` +iib/LMUData/Spatial/2d_referring_expressions/refdrone/ +├── refdrone_data.jsonl # 3,276 rows +├── annotations_raw/ +│ └── RefDrone_test_mdetr.json # ~3.3 MB +├── images/ # 1,503 .jpg files +└── reports/ + └── data_summary.json +``` + +## Step 4 — Verify success + +```bash +ROOT=iib/LMUData/Spatial/2d_referring_expressions/refdrone + +# Annotation row count — must be 3276 +wc -l "$ROOT/refdrone_data.jsonl" + +# Image count — must be 1503 +find "$ROOT/images" -name '*.jpg' | wc -l + +# Confirm files_missing is 0 in the summary report +python3 -c "import json; print(json.load(open('$ROOT/reports/data_summary.json'))['images']['files_missing'])" +``` + +A run is successful only when: + +- `refdrone_data.jsonl` has **exactly 3,276 lines**, and +- `images/` contains **exactly 1,503 `.jpg` files**, and +- The script ended with `Preparation complete (web-only download verified).` + +The script enforces these checks itself in step 5 of its own flow and exits +non-zero on any deviation. + +## Re-running + +``` +python3 scripts/refdrone/prep_refdrone_data.py # normal run; reuses prior outputs from this script +python3 scripts/refdrone/prep_refdrone_data.py --force # ignore prior outputs, re-download from scratch +python3 scripts/refdrone/prep_refdrone_data.py --keep-zip # keep the 297 MB zip after extraction +``` + +A re-run after a partial failure is safe: if a previous run already extracted +all 1,503 images into `images/`, the script logs that fact explicitly and +skips re-downloading. This is the only on-disk reuse the script performs; +external local copies of VisDrone or RefDrone elsewhere on the machine are +never consulted. + +## Troubleshooting + +### Primary HTTPS mirror unreachable + +``` +[images] Mirror FAILED: ultralytics-github-release — +[images] Trying mirror: google-drive-original (gdrive) +``` + +The script automatically advances to the Google Drive fallback. No action +needed unless both mirrors fail. + +### Google Drive quota error + +``` +[images] Mirror FAILED: google-drive-original — Google Drive refused the +request (likely quota / 'too many users' throttling): ... +``` + +If this is the *only* failure (primary mirror succeeded), the run already +finished correctly. If both mirrors failed, the script aborts with `ERROR: All +image-zip mirrors failed.` Wait an hour and retry, or download the zip in a +browser from +`https://github.com/ultralytics/assets/releases/download/v0.0.0/VisDrone2019-DET-test-dev.zip` +and re-run; the script will resume. + +### Behind a firewall that blocks GitHub release assets + +Allowlist `release-assets.githubusercontent.com` (Microsoft Azure Blob backend +for GitHub Releases). With that domain blocked, the primary mirror cannot +download even the redirected URL. + +### `gdown` not installed + +``` +ERROR: gdown is required ... Install it with: pip install gdown +``` + +Run `pip install gdown`. The fallback Google Drive mirror needs it; the +primary HTTPS mirror does not. + +### Checksum mismatch on the downloaded zip + +``` +ERROR: Checksum mismatch for VisDrone2019-DET-test-dev.zip + The file has been deleted. Re-run the script to download again. +``` + +The download was truncated or the upstream file changed. The corrupt zip is +already removed; just re-run the script. The script tries each mirror's own +SHA-256, so a successful download from any mirror is byte-verified. + +### Final-validation failure + +``` +[validate] FAILED: + - +ERROR: Output validation failed. +``` + +The dataset is incomplete or corrupted. Run with `--force` to redo the +downloads from scratch. diff --git a/data/Referring Expressions/prep_refdrone_data.py b/data/Referring Expressions/prep_refdrone_data.py new file mode 100644 index 0000000000000000000000000000000000000000..26f06af100b0bcc6c28af1de0b769c604d90c9c8 --- /dev/null +++ b/data/Referring Expressions/prep_refdrone_data.py @@ -0,0 +1,773 @@ +#!/usr/bin/env python3 +""" +prep_refdrone_data.py + +Public inference data prep script for the RefDrone test split. +Inference-only variant of prep_refdrone_eval.py — GT bboxes are never written. + +Produces: + /LMUData/Spatial/2d_referring_expressions/refdrone/ + ├── refdrone_data.jsonl # PUBLIC — one row per expression, NO GT bboxes + ├── annotations_raw/ + │ └── RefDrone_test_mdetr.json + ├── images/ + │ └── <1503 VisDrone test-dev images> + └── reports/ + └── data_summary.json + +Filtering is identical to prep_refdrone_eval.py: + - 3,432 raw expressions → 3,276 kept (156 no-target removed) + - 1,595 raw images → 1,503 kept (92 fully-empty images removed) + +Each JSONL row (one sentence = one row): + { + "image": "", + "sentence": "", + "width": , + "height": + } + +=== Web-only data acquisition (no local fallbacks) === + +The script downloads everything from the internet on every run. It never +reads from any pre-existing local copy of RefDrone or VisDrone. + +The only short-circuit is detecting outputs from a previous successful run +of *this same script* in its own output directory; that is logged +explicitly. Pass --force to re-download from scratch. + +Image-zip mirrors (tried in order): + 1. Ultralytics GitHub release (direct HTTPS, ~297 MB) + https://github.com/ultralytics/assets/releases/download/v0.0.0/ + VisDrone2019-DET-test-dev.zip + 2. Google Drive (via gdown, fallback) + https://drive.google.com/uc?id=1PFdW_VFSCfZ_sTSZAGjQdifF_Xd5mf0V + (canonical link from https://github.com/VisDrone/VisDrone-Dataset) + +=== Usage === + + python scripts/refdrone/prep_refdrone_data.py [--force] [--keep-zip] + +Options: + --force Re-download and re-convert even if outputs already exist. + --keep-zip Keep the downloaded VisDrone zip after extraction. +""" + +import argparse +import hashlib +import json +import shutil +import sys +import zipfile +from collections import defaultdict +from datetime import datetime, timezone +from pathlib import Path +from urllib.request import urlopen, Request +from urllib.error import URLError, HTTPError + + +# --------------------------------------------------------------------------- +# Constants +# --------------------------------------------------------------------------- + +# This script lives at /scripts/refdrone/prep_refdrone_data.py +REPO_ROOT = Path(__file__).resolve().parent.parent.parent + +DATASET_OUT_DIR = REPO_ROOT / "LMUData" / "Spatial" / "2d_referring_expressions" / "refdrone" +ANN_RAW_DIR = DATASET_OUT_DIR / "annotations_raw" +IMAGES_DIR = DATASET_OUT_DIR / "images" +REPORTS_DIR = DATASET_OUT_DIR / "reports" +OUTPUT_JSONL = DATASET_OUT_DIR / "refdrone_data.jsonl" +SUMMARY_JSON = REPORTS_DIR / "data_summary.json" + +ANN_FILENAME = "RefDrone_test_mdetr.json" +ANN_RAW_PATH = ANN_RAW_DIR / ANN_FILENAME + +# RefDrone test annotation — direct download from HuggingFace (no auth required) +HF_ANN_URL = ( + "https://huggingface.co/datasets/sunzc-sunny/RefDrone" + "/resolve/main/RefDrone_test_mdetr.json" +) + +# VisDrone 2019 DET test-dev image set — public mirrors (web-only) +# Canonical source: https://github.com/VisDrone/VisDrone-Dataset +VISDRONE_SOURCE_URL = "https://github.com/VisDrone/VisDrone-Dataset" +GDRIVE_ZIP_NAME = "VisDrone2019-DET-test-dev.zip" + +# Mirrors are tried in order. Each entry has its own SHA-256 because +# different mirrors may re-pack the archive (different zip metadata) while +# containing the same JPEG bytes. +IMAGE_ZIP_MIRRORS = [ + { + "name": "ultralytics-github-release", + "kind": "https", + "url": "https://github.com/ultralytics/assets/releases/download/v0.0.0/VisDrone2019-DET-test-dev.zip", + "sha256": "b28a94b06dfd9e36ce77ff8155fb82b9d2c030f198a76105933bd56c6ea6a68d", + }, + { + "name": "google-drive-original", + "kind": "gdrive", + "url": "https://drive.google.com/uc?id=1PFdW_VFSCfZ_sTSZAGjQdifF_Xd5mf0V", + "gdrive_id": "1PFdW_VFSCfZ_sTSZAGjQdifF_Xd5mf0V", + "sha256": "78b0c5078a14ee43d0b803a354e76016d7260d1704cfd1c2dc821858d839e261", + }, +] + +# The image archive must be at least this many bytes; both known mirrors +# report ~311 MB. A truncated download fails this gate before SHA check. +IMAGE_ZIP_MIN_BYTES = 300_000_000 + +# Expected counts — used as hard validation gates after extraction. +EXPECTED_TOTAL_EXPRESSIONS = 3432 +EXPECTED_KEPT_EXPRESSIONS = 3276 +EXPECTED_UNIQUE_IMAGES = 1503 + +# Fields that must never appear in a public inference row +_FORBIDDEN_GT_FIELDS = frozenset({ + "bbox", "bboxes", "gt_bboxes", "answer", "gpt", "annotations", +}) + + +# --------------------------------------------------------------------------- +# Logging +# --------------------------------------------------------------------------- + +def log(msg: str = "") -> None: + print(msg, flush=True) + + +# --------------------------------------------------------------------------- +# gdown dependency management +# --------------------------------------------------------------------------- + +def ensure_gdown() -> None: + """ + Verify that gdown is importable. Exits with an actionable message if not. + """ + try: + import gdown # noqa: F401 + except ImportError: + sys.exit( + "ERROR: gdown is required to download the VisDrone image archive " + "from Google Drive, but it is not installed.\n" + " Install it with:\n" + " pip install gdown\n" + " Then re-run this script." + ) + + +# --------------------------------------------------------------------------- +# Checksum validation +# --------------------------------------------------------------------------- + +def verify_sha256(path: Path, expected: str) -> None: + """Compute SHA-256 of *path* and exit with a clear error if it does not match.""" + log(f" Verifying checksum of {path.name} ...") + h = hashlib.sha256() + with open(path, "rb") as f: + for block in iter(lambda: f.read(1 << 20), b""): + h.update(block) + actual = h.hexdigest() + if actual != expected: + path.unlink(missing_ok=True) + sys.exit( + f"ERROR: Checksum mismatch for {path.name}\n" + f" Expected : {expected}\n" + f" Got : {actual}\n" + " The file has been deleted. Re-run the script to download again." + ) + log(f" Checksum OK ({actual[:16]}...)") + + +# --------------------------------------------------------------------------- +# Generic download helper +# --------------------------------------------------------------------------- + +def download_file(url: str, dest: Path, label: str = "") -> None: + """Stream-download *url* into *dest* with a progress indicator.""" + label = label or dest.name + log(f" Downloading {label} ...") + log(f" URL: {url}") + req = Request(url, headers={"User-Agent": "Mozilla/5.0"}) + try: + with urlopen(req, timeout=120) as resp, open(dest, "wb") as out: + total = int(resp.headers.get("Content-Length", 0)) + downloaded = 0 + chunk = 1 << 18 # 256 KB + while True: + block = resp.read(chunk) + if not block: + break + out.write(block) + downloaded += len(block) + if total: + pct = downloaded / total * 100 + print( + f"\r {downloaded/1e6:.1f} / {total/1e6:.1f} MB" + f" ({pct:.0f}%)", + end="", flush=True, + ) + print() + except (HTTPError, URLError) as exc: + if dest.exists(): + dest.unlink() + sys.exit(f"\nERROR: Download failed for {url}\n Reason: {exc}") + log(f" Saved {dest.stat().st_size / 1e6:.1f} MB -> {dest}") + + +# --------------------------------------------------------------------------- +# Step 1 — Annotation +# --------------------------------------------------------------------------- + +def ensure_annotation(force: bool) -> tuple: + """ + Download the RefDrone test annotation from HuggingFace. + + Web-only: never reads from any pre-existing local copy. The only "skip" + case is detecting a previous successful download by *this same script* + (i.e. the file already lives at ANN_RAW_PATH inside the script's own + output tree); that case is logged explicitly. Pass --force to ignore it + and re-download. + + Returns (path, strategy_string). + """ + ANN_RAW_DIR.mkdir(parents=True, exist_ok=True) + + if ANN_RAW_PATH.exists() and not force: + log(f"[annotation] Reusing previous download by this script " + f"({ANN_RAW_PATH.stat().st_size/1e6:.1f} MB at {ANN_RAW_PATH}). " + f"Pass --force to re-download.") + return ANN_RAW_PATH, "reused_previous_download" + + log(f"[annotation] Downloading from HuggingFace ...") + download_file(HF_ANN_URL, ANN_RAW_PATH, label=ANN_FILENAME) + if not ANN_RAW_PATH.exists() or ANN_RAW_PATH.stat().st_size == 0: + sys.exit( + f"ERROR: Annotation download produced no file at {ANN_RAW_PATH}.\n" + f" Source: {HF_ANN_URL}" + ) + return ANN_RAW_PATH, f"downloaded:{HF_ANN_URL}" + + +# --------------------------------------------------------------------------- +# Step 2 — Parse and convert annotations +# --------------------------------------------------------------------------- + +def load_annotation(ann_path: Path) -> dict: + with open(ann_path, encoding="utf-8") as f: + data = json.load(f) + required = {"images", "annotations", "categories"} + if not isinstance(data, dict) or not required.issubset(data.keys()): + sys.exit(f"ERROR: {ann_path} is not a valid MDETR-style JSON.") + return data + + +def convert_annotations(data: dict) -> tuple: + """ + Convert MDETR-style RefDrone data into flat public inference records. + + Filtering is identical to prep_refdrone_eval.py: + - Expressions where every annotation has "empty": True are skipped. + + Each output record contains exactly: image, sentence, width, height. + No GT bboxes are included. + + Returns: + records : list of flat dicts — one entry per referring expression + stats : summary counters + required_files : set of unique image filenames needed + """ + by_expr: dict = defaultdict(list) + for ann in data["annotations"]: + by_expr[ann["image_id"]].append(ann) + + records: list = [] + required_files: set = set() + + stats = dict( + total_expressions = len(data["images"]), + kept = 0, + skipped_no_target = 0, + ) + + for img_entry in data["images"]: + expr_id = img_entry["id"] + file_name = img_entry["file_name"] + caption = img_entry["caption"] + img_w = img_entry["width"] + img_h = img_entry["height"] + + anns = by_expr.get(expr_id, []) + is_no_target = all(a.get("empty", False) for a in anns) if anns else True + + # --- identical filter from prep_refdrone_eval.py --- + if is_no_target: + stats["skipped_no_target"] += 1 + continue + + records.append({ + "image": file_name, + "sentence": caption, + "width": img_w, + "height": img_h, + }) + + required_files.add(file_name) + stats["kept"] += 1 + + return records, stats, required_files + + +# --------------------------------------------------------------------------- +# Step 3 — Images (web-only, multi-mirror) +# --------------------------------------------------------------------------- + +def _extract_needed(zip_path: Path, required_files: set, force: bool) -> dict: + IMAGES_DIR.mkdir(parents=True, exist_ok=True) + log(f" Extracting required images from zip ({zip_path.stat().st_size/1e6:.0f} MB) ...") + copied, skipped, not_in_zip = 0, 0, [] + with zipfile.ZipFile(zip_path, "r") as zf: + idx = {Path(n).name: n for n in zf.namelist() if n.lower().endswith(".jpg")} + for fname in sorted(required_files): + dest = IMAGES_DIR / fname + if dest.exists() and not force: + skipped += 1 + continue + entry = idx.get(fname) + if entry is None: + not_in_zip.append(fname) + continue + with zf.open(entry) as src, open(dest, "wb") as out: + shutil.copyfileobj(src, out) + copied += 1 + return dict(copied=copied, skipped=skipped, not_in_zip=not_in_zip) + + +def _validate_zip_size(zip_path: Path) -> None: + """Reject obviously-truncated archives before SHA-256 is even attempted.""" + if not zip_path.exists(): + raise RuntimeError(f"zip not present after download: {zip_path}") + size = zip_path.stat().st_size + if size < IMAGE_ZIP_MIN_BYTES: + raise RuntimeError( + f"zip is {size/1e6:.1f} MB, expected at least " + f"{IMAGE_ZIP_MIN_BYTES/1e6:.0f} MB — looks truncated" + ) + + +def _download_https(url: str, dest_zip: Path) -> None: + log(f" Downloading VisDrone test-dev zip via HTTPS ...") + log(f" URL : {url}") + log(f" Dest : {dest_zip}") + download_file(url, dest_zip, label=GDRIVE_ZIP_NAME) + + +def _download_gdrive(gdrive_id: str, dest_zip: Path) -> None: + """ + Google Drive download via gdown. + + Cleanly handles the common "Too many users" quota error + (gdown.exceptions.FileURLRetrievalError) by re-raising as RuntimeError so + the mirror dispatcher can move on to the next mirror without exiting. + """ + ensure_gdown() + import gdown + from gdown.exceptions import FileURLRetrievalError + + log(f" Downloading VisDrone test-dev zip from Google Drive ...") + log(f" File ID : {gdrive_id}") + log(f" Dest : {dest_zip}") + log(f" Size : ~297 MB — this may take a few minutes") + + try: + result = gdown.download( + id=gdrive_id, + output=str(dest_zip), + quiet=False, + resume=True, + ) + except FileURLRetrievalError as exc: + raise RuntimeError( + f"Google Drive refused the request (likely quota / " + f"'too many users' throttling): {exc}" + ) from exc + + if result is None or not dest_zip.exists(): + raise RuntimeError( + "gdown returned no file. Google Drive may be throttling this " + "asset; the script will try the next mirror." + ) + + +def _try_mirror(mirror: dict, dest_zip: Path) -> None: + """Download a single mirror to dest_zip and verify its bytes.""" + if mirror["kind"] == "https": + _download_https(mirror["url"], dest_zip) + elif mirror["kind"] == "gdrive": + _download_gdrive(mirror["gdrive_id"], dest_zip) + else: + raise RuntimeError(f"unknown mirror kind: {mirror['kind']!r}") + _validate_zip_size(dest_zip) + verify_sha256(dest_zip, mirror["sha256"]) + + +def ensure_images(required_files: set, force: bool, keep_zip: bool) -> dict: + """ + Acquire the required VisDrone images. Web-only. + + Behavior: + A. If every required image is already present in IMAGES_DIR (the + script's own output directory) from a previous successful run of + this script, that fact is logged and the step is skipped. Pass + --force to ignore this and re-download from scratch. + B. Otherwise, the VisDrone test-dev zip is downloaded from the first + working mirror in IMAGE_ZIP_MIRRORS (HTTPS first, Google Drive + second), validated by size and SHA-256, then the needed images are + extracted into IMAGES_DIR. + + No external local copy of VisDrone or RefDrone is ever consulted. The + only on-disk reuse is the script's own prior output, which is logged. + """ + IMAGES_DIR.mkdir(parents=True, exist_ok=True) + + already_present = {f for f in required_files if (IMAGES_DIR / f).exists()} + if len(already_present) == len(required_files) and not force: + log(f"[images] All {len(required_files)} images already extracted by a " + f"previous run of this script into {IMAGES_DIR} — reusing. " + f"Pass --force to re-download.") + return dict( + strategy = "reused_previous_extraction", + copied = 0, + skipped = len(already_present), + missing = [], + mirror = None, + ) + + still_needed = required_files - already_present if not force else set(required_files) + log(f"[images] {len(already_present)} already extracted by prior run; " + f"{len(still_needed)} need to be downloaded.") + + tmp_zip = DATASET_OUT_DIR / GDRIVE_ZIP_NAME + if tmp_zip.exists() and not force: + log(f" [resume] Partial or complete zip from a prior run found at " + f"{tmp_zip} — will validate and reuse if intact.") + + mirror_used = None + mirror_errors: list = [] + for mirror in IMAGE_ZIP_MIRRORS: + log(f"[images] Trying mirror: {mirror['name']} ({mirror['kind']})") + log(f" URL: {mirror['url']}") + try: + _try_mirror(mirror, tmp_zip) + mirror_used = mirror["name"] + log(f"[images] Mirror OK: {mirror['name']}") + break + except Exception as exc: + log(f"[images] Mirror FAILED: {mirror['name']} — {exc}") + mirror_errors.append(f"{mirror['name']}: {exc}") + if tmp_zip.exists(): + try: + tmp_zip.unlink() + except OSError: + pass + + if mirror_used is None: + sys.exit( + "ERROR: All image-zip mirrors failed. Tried:\n - " + + "\n - ".join(mirror_errors) + + "\n\n" + "Suggestions:\n" + " * Check internet access.\n" + " * If Google Drive is quota-throttled, try again in a few hours.\n" + " * The Ultralytics mirror is hosted on GitHub Releases; if a\n" + " corporate firewall blocks GitHub asset downloads, allowlist\n" + " release-assets.githubusercontent.com.\n" + ) + + result = _extract_needed(tmp_zip, still_needed, force) + missing = [f for f in still_needed if not (IMAGES_DIR / f).exists()] + result.update( + strategy = f"downloaded_from:{mirror_used}", + mirror = mirror_used, + missing = missing, + ) + + if not keep_zip: + log(f" Deleting downloaded zip to free space ({tmp_zip.stat().st_size/1e6:.0f} MB) ...") + tmp_zip.unlink() + log(" Zip deleted.") + else: + log(f" Keeping zip at {tmp_zip} (--keep-zip set).") + + return result + + +# --------------------------------------------------------------------------- +# Step 4 — Write outputs +# --------------------------------------------------------------------------- + +def _gt_field_present(record: dict) -> bool: + """Return True if any forbidden GT bbox field is found in a record.""" + return bool(_FORBIDDEN_GT_FIELDS & record.keys()) + + +def write_jsonl(records: list, force: bool) -> None: + """Write the public inference file. Aborts if any GT field is detected.""" + if OUTPUT_JSONL.exists() and not force: + log(f"[output] {OUTPUT_JSONL.name} already exists — skipping (use --force to overwrite).") + return + + leaked = [r.get("image", "?") for r in records if _gt_field_present(r)] + if leaked: + sys.exit( + f"ERROR: GT bbox fields detected in {len(leaked)} inference record(s). " + "Aborting to prevent leakage.\n" + f" First offending image: {leaked[0]}" + ) + + DATASET_OUT_DIR.mkdir(parents=True, exist_ok=True) + with open(OUTPUT_JSONL, "w", encoding="utf-8") as f: + for record in records: + f.write(json.dumps(record, ensure_ascii=False) + "\n") + log( + f"[output] Written: {OUTPUT_JSONL} " + f"({OUTPUT_JSONL.stat().st_size/1e6:.2f} MB, {len(records)} records)" + ) + + +def write_summary( + conv_stats: dict, + img_stats: dict, + required_files: set, + ann_strategy: str, +) -> dict: + REPORTS_DIR.mkdir(parents=True, exist_ok=True) + + images_on_disk = len(list(IMAGES_DIR.glob("*.jpg"))) if IMAGES_DIR.exists() else 0 + missing = img_stats.get("missing", []) + + report = { + "generated_at": datetime.now(timezone.utc).isoformat(), + "script": "prep_refdrone_data.py", + "annotation": { + "source_url": HF_ANN_URL, + "strategy": ann_strategy, + "path": str(ANN_RAW_PATH), + }, + "images": { + "source_url": VISDRONE_SOURCE_URL, + "mirrors_configured": [m["name"] for m in IMAGE_ZIP_MIRRORS], + "mirror_used": img_stats.get("mirror"), + "acquisition_strategy": img_stats.get("strategy", "unknown"), + "unique_files_referenced": len(required_files), + "unique_files_on_disk": images_on_disk, + "files_copied_or_extracted": img_stats.get("copied", 0), + "files_already_present": img_stats.get("skipped", 0), + "files_missing": len(missing), + "missing_filenames": missing[:20], + }, + "expressions": { + "total_in_source": conv_stats["total_expressions"], + "kept": conv_stats["kept"], + "skipped_no_target": conv_stats["skipped_no_target"], + }, + "gt_privacy": { + "gt_excluded_from_output_file": True, + "output_schema": ["image", "sentence", "width", "height"], + }, + "output_paths": { + "dataset_root": str(DATASET_OUT_DIR), + "output_jsonl": str(OUTPUT_JSONL), + "annotations": str(ANN_RAW_PATH), + "images_dir": str(IMAGES_DIR), + "report": str(SUMMARY_JSON), + }, + } + + with open(SUMMARY_JSON, "w", encoding="utf-8") as f: + json.dump(report, f, indent=2) + log(f"[report] Written: {SUMMARY_JSON}") + return report + + +# --------------------------------------------------------------------------- +# Step 5 — Final validation (hard fail on any issue) +# --------------------------------------------------------------------------- + +def validate_outputs(conv_stats: dict, required_files: set) -> None: + """ + Hard-fail validation of every output produced by the script. + + Checks: + - directory structure exists + - annotation file is non-empty + - JSONL row count matches the kept-expression count and equals + EXPECTED_KEPT_EXPRESSIONS (3,276) + - every required image is present on disk + - .jpg count in IMAGES_DIR equals EXPECTED_UNIQUE_IMAGES (1,503) + """ + log("[validate] Verifying output artifacts ...") + errors: list = [] + + for d in (DATASET_OUT_DIR, ANN_RAW_DIR, IMAGES_DIR, REPORTS_DIR): + if not d.is_dir(): + errors.append(f"directory missing: {d}") + + if not ANN_RAW_PATH.exists() or ANN_RAW_PATH.stat().st_size == 0: + errors.append(f"annotation missing or empty: {ANN_RAW_PATH}") + + if not OUTPUT_JSONL.exists() or OUTPUT_JSONL.stat().st_size == 0: + errors.append(f"output JSONL missing or empty: {OUTPUT_JSONL}") + else: + with open(OUTPUT_JSONL, encoding="utf-8") as f: + row_count = sum(1 for _ in f) + if row_count != conv_stats["kept"]: + errors.append( + f"JSONL row count {row_count} != kept expressions {conv_stats['kept']}" + ) + if row_count != EXPECTED_KEPT_EXPRESSIONS: + errors.append( + f"JSONL row count {row_count} != expected {EXPECTED_KEPT_EXPRESSIONS}" + ) + + if conv_stats["total_expressions"] != EXPECTED_TOTAL_EXPRESSIONS: + errors.append( + f"raw expression count {conv_stats['total_expressions']} != " + f"expected {EXPECTED_TOTAL_EXPRESSIONS}" + ) + if len(required_files) != EXPECTED_UNIQUE_IMAGES: + errors.append( + f"unique image count {len(required_files)} != " + f"expected {EXPECTED_UNIQUE_IMAGES}" + ) + + missing = [f for f in required_files if not (IMAGES_DIR / f).exists()] + if missing: + preview = ", ".join(missing[:5]) + more = f" (+{len(missing)-5} more)" if len(missing) > 5 else "" + errors.append( + f"{len(missing)} required image(s) not present in {IMAGES_DIR}: " + f"{preview}{more}" + ) + + images_on_disk = len(list(IMAGES_DIR.glob("*.jpg"))) + if images_on_disk != EXPECTED_UNIQUE_IMAGES: + errors.append( + f"{images_on_disk} .jpg files in {IMAGES_DIR}, " + f"expected exactly {EXPECTED_UNIQUE_IMAGES}" + ) + + if errors: + log("[validate] FAILED:") + for e in errors: + log(f" - {e}") + sys.exit( + "ERROR: Output validation failed. The dataset is incomplete or " + "corrupted. Re-run with --force to redo the downloads from " + "scratch." + ) + + log(f"[validate] OK — {EXPECTED_KEPT_EXPRESSIONS} JSONL rows, " + f"{EXPECTED_UNIQUE_IMAGES} images on disk.") + + +# --------------------------------------------------------------------------- +# Main +# --------------------------------------------------------------------------- + +def main() -> None: + parser = argparse.ArgumentParser( + description=( + "Prepare the RefDrone test split for public inference — " + "GT bboxes are never written by this script." + ), + formatter_class=argparse.RawDescriptionHelpFormatter, + epilog=__doc__, + ) + parser.add_argument( + "--force", + action="store_true", + help="Re-download and re-convert even if outputs already exist.", + ) + parser.add_argument( + "--keep-zip", + action="store_true", + dest="keep_zip", + help="Keep the downloaded VisDrone zip after extraction (default: delete).", + ) + args = parser.parse_args() + + log("=" * 66) + log(" RefDrone test split — public inference data preparation") + log(" Mode: STRICT WEB-ONLY (no external local fallbacks)") + log("=" * 66) + log(f" Repo root : {REPO_ROOT}") + log(f" Output root : {DATASET_OUT_DIR}") + log(f" Output file : {OUTPUT_JSONL.name}") + log(f" Force mode : {args.force}") + log(f" Keep zip : {args.keep_zip}") + log(f" Annotation src : {HF_ANN_URL}") + log(f" Image mirrors :") + for m in IMAGE_ZIP_MIRRORS: + log(f" - [{m['kind']}] {m['name']}: {m['url']}") + log() + + # --- 1. Annotation --- + log("[1/5] Ensuring annotation file ...") + ann_path, ann_strategy = ensure_annotation(args.force) + log(f" Annotation path: {ann_path}") + log() + + # --- 2. Convert and write JSONL --- + log("[2/5] Parsing annotations and writing inference file ...") + data = load_annotation(ann_path) + records, conv_stats, required_files = convert_annotations(data) + log(f" Expressions total : {conv_stats['total_expressions']}") + log(f" Kept : {conv_stats['kept']}") + log(f" Skipped (no-target) : {conv_stats['skipped_no_target']}") + log(f" Unique images needed : {len(required_files)}") + write_jsonl(records, args.force) + log() + + # --- 3. Images --- + log("[3/5] Ensuring images ...") + img_stats = ensure_images(required_files, args.force, args.keep_zip) + missing = img_stats.get("missing", []) + if missing: + log(f" {len(missing)} image(s) not yet resolved (will be re-checked in [5/5]):") + for f in missing[:5]: + log(f" {f}") + if len(missing) > 5: + log(f" ... and {len(missing) - 5} more") + else: + log(f" OK — all {len(required_files)} required images are in {IMAGES_DIR}") + log() + + # --- 4. Report --- + log("[4/5] Writing summary report ...") + report = write_summary(conv_stats, img_stats, required_files, ann_strategy) + log() + + # --- 5. Hard validation --- + log("[5/5] Validating outputs ...") + validate_outputs(conv_stats, required_files) + log() + + # --- Final banner --- + images_on_disk = report["images"]["unique_files_on_disk"] + log("=" * 66) + log(" Preparation complete (web-only download verified).") + log() + log(f" JSONL rows : {conv_stats['kept']} (one per referring expression)") + log(f" Unique images : {len(required_files)}") + log(f" GT bboxes : EXCLUDED — not present in output file") + log() + log(f" Output file : {OUTPUT_JSONL}") + log(f" Images on disk : {images_on_disk} files in {IMAGES_DIR}") + log(f" Summary report : {SUMMARY_JSON}") + log(f" Image mirror used: {img_stats.get('mirror') or 'reused-prior-extraction'}") + log("=" * 66) + + +if __name__ == "__main__": + main() diff --git a/data/Spatial/2d_referring_expressions/refdrone/images/0000006_00159_d_0000001.jpg b/data/Spatial/2d_referring_expressions/refdrone/images/0000006_00159_d_0000001.jpg new file mode 100644 index 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`prepare_sot_dataset.py` | Script that downloads source videos and extracts frames into an evaluator-ready directory. | + +--- + +## Overview + +The script: +1. Reads `sot_benchmark.jsonl` (or a custom benchmark file) describing SOT sequences (scene, camera, target bounding box, frame IDs). +2. Downloads the corresponding source `.mp4` files from the `nvidia/PhysicalAI-SmartSpaces` Hugging Face dataset (or a custom repo). +3. Extracts the requested frames with `ffmpeg`. +4. Annotates the initialization frame with a bounding-box overlay (`f00_ann.png`) and saves a cropped target thumbnail (`crop.png`). +5. Writes a `sequence_meta.json` per sequence. +6. Produces a `gt_requests.json` manifest. **Ground-truth bounding boxes are never written to the output directory** — see [GT Request Submission](#gt-request-submission) below. + +--- + +## Prerequisites + +| Requirement | Notes | +|---|---| +| Python 3.8+ | | +| `ffmpeg` | Must be on `PATH` (or in a few well-known locations). | +| `huggingface_hub` | `pip install huggingface_hub` | +| `opencv-python` **or** `Pillow` | Used for bbox drawing and cropping. `opencv-python` is preferred. | +| HF access token | Read access to the source video dataset. | + +```bash +pip install huggingface_hub opencv-python +``` + +--- + +## Hugging Face Authentication + +A token with **read** access to `nvidia/PhysicalAI-SmartSpaces` is required. +Pass it in one of two ways: + +```bash +# Option A – command-line flag +--hf-token hf_xxxxxxxxxxxx + +# Option B – environment variable (recommended for scripts/CI) +export HF_TOKEN=hf_xxxxxxxxxxxx +``` + +--- + +## Input Formats + +The script accepts four flavors of JSON / JSONL input. + +### 1. Standard benchmark JSON/JSONL *(most common)* + +```json +[ + { + "seq_id": "Warehouse_016__Camera_11__5600__obj353", + "scene": "Warehouse_016", + "camera": "Camera_11", + "object_id": "353", + "object_type": "Robot", + "init_frame_id": 5600, + "init_bbox": [799.0, 601.9, 918.8, 956.5], + "canonical_frame_ids": [5600, 5615, 5630, 5645, 5660, 5675, 5690, 5705], + "clip_fps": 30.0 + } +] +``` + +- `init_bbox` — normalized coordinates in **thousandths** of image dimensions + (`[x1, y1, x2, y2]` where 1000 = full width/height). +- `canonical_frame_ids` — preferred source-video frame indices to extract. + When provided and long enough, they take priority over the stride calculation. + +### 2. Benchmark JSONL with explicit GT + +```json +{"seq_id": "...", "canonical_frame_ids": [...], "gt_bboxes": {"5600": [...]}} +``` + +### 3. Dataset JSONL (metadata + conversations) + +```json +{ + "id": "...", + "metadata": {"scene": "...", "camera": "...", "init_bbox": [...], ...}, + "conversations": [{"role": "user", "value": "..."}, {"role": "assistant", "value": "{\"5600\": [...]}"}] +} +``` + +### 4. Sequence-only JSON/JSONL + +```json +{"id": "...", "scene": "...", "camera": "...", "source_frame_ids": [...], "init_bbox": [...]} +``` + +--- + +## Output Structure + +``` +/ + gt_requests.json # submit this to us to receive GT annotations (see below) + / + frames/ + f00.png # initialization frame + f00_ann.png # initialization frame with target bbox drawn + crop.png # cropped target region + f01.png + f02.png + ... + f{N-1}.png + sequence_meta.json # per-sequence metadata +``` + +### `sequence_meta.json` fields + +| Field | Description | +|---|---| +| `frame_ids` | Source-video frame indices that were extracted | +| `init_bbox` | Target bounding box (thousandths) | +| `label` | Human-readable sequence label | +| `scene` / `camera` | Source identifiers | +| `object_id` / `object_type` | Target object metadata | +| `stride` | Frame stride used during extraction | +| `nframes` | Number of frames extracted | +| `clip_fps` | Frame rate of the source video | +| `gt_available` | Always `false` (GT is private) | + +--- + +## Usage + +### Minimal + +```bash +python scripts/tracking/prepare_sot_dataset.py \ + --benchmark sot_benchmark.jsonl \ + --output-dir ./SOT_prepared_8f +``` + +### Extract 32 frames per sequence + +```bash +python scripts/tracking/prepare_sot_dataset.py \ + --benchmark sot_benchmark.jsonl \ + --output-dir ./SOT_prepared_32f \ + --nframes 32 +``` + +### Custom frame stride + +```bash +python scripts/tracking/prepare_sot_dataset.py \ + --benchmark sot_benchmark.jsonl \ + --output-dir ./SOT_prepared \ + --nframes 16 \ + --stride 10 +``` + +### Process only specific sequences + +```bash +python scripts/tracking/prepare_sot_dataset.py \ + --benchmark sot_benchmark.jsonl \ + --output-dir ./SOT_prepared \ + --sequences Warehouse_016__Camera_11__5600__obj353 Warehouse_016__Camera_05__704__obj352 +``` + +### Use a custom Hugging Face cache directory + +```bash +python scripts/tracking/prepare_sot_dataset.py \ + --benchmark sot_benchmark.jsonl \ + --output-dir ./SOT_prepared \ + --hf-token hf_xxxxxxxxxxxx \ + --hf-cache-dir /data/hf_cache +``` + +### Windows (PowerShell) + +```powershell +python scripts/tracking/prepare_sot_dataset.py ` + --benchmark sot_benchmark.jsonl ` + --output-dir .\SOT_prepared_8f ` + --hf-token hf_xxxxxxxxxxxx +``` + +--- + +## Command-Line Reference + +| Argument | Required | Default | Description | +|---|---|---|---| +| `--benchmark` | Yes | — | Path to the input benchmark JSON or JSONL file. | +| `--output-dir` | Yes | — | Directory where prepared sequences are written. Created if it does not exist. | +| `--nframes` | No | `8` | Number of frames to extract per sequence. | +| `--stride` | No | auto | Source-video frame stride. When omitted, auto-computed from `clip_end_frame` or taken directly from `canonical_frame_ids`. | +| `--hf-token` | No* | `$HF_TOKEN` | Hugging Face access token. Falls back to the `HF_TOKEN` environment variable. | +| `--hf-cache-dir` | No | HF default | Cache directory for downloaded videos. | +| `--repo-id` | No | `nvidia/PhysicalAI-SmartSpaces` | Hugging Face dataset repository. | +| `--repo-subdir` | No | `MTMC_Tracking_2025` | Subdirectory inside the repository. | +| `--sequences` | No | all | Space-separated list of `seq_id` values to prepare. All others are skipped. | + +\* Required in practice unless `HF_TOKEN` is set in the environment. + +--- + +## Resuming an Interrupted Run + +The script checks how many frames already exist in each sequence's `frames/` +directory. If the count equals or exceeds `--nframes`, that sequence is skipped +automatically. You can safely re-run the command after an interruption; only +incomplete sequences will be processed. + +--- + +## Frame Stride Logic + +Frames are selected using this priority order: + +1. **`canonical_frame_ids`** in the benchmark — used directly when the list + has at least `--nframes` entries and `--stride` is not explicitly set. +2. **`--stride`** — fixed stride supplied by the user. +3. **Auto** — computed as `min(15, (clip_end_frame - init_frame_id) / (nframes - 1))`, + capped at the default stride of 15. + +--- + +## Train / Val Split + +The script infers the dataset split from the scene name: + +- `Warehouse_000` – `Warehouse_014` → **train** +- `Warehouse_015` and above → **val** + +This determines which subdirectory (`train/` or `val/`) is used when +constructing the download path on Hugging Face. + +--- + +## GT Request Submission + +The `sot_benchmark.jsonl` file defines the canonical **8-frame** evaluation sequences with fixed frame IDs. If you use the default settings (`--nframes 8` without `--stride`), no submission is needed — the benchmark frames are already known. + +If you run a **custom variant** (e.g. `--nframes 16`, `--nframes 32`, `--nframes 64`, or a custom `--stride`), the script will produce a `gt_requests.json` file in your output directory once preparation is complete. **Submit this file back to us** so we can look up and return the ground-truth annotations for your chosen frames. + +Send `gt_requests.json` to: *(benchmark contact TBD)* + +--- + +## Evaluator Integration + +After preparation, point your evaluator config at the output directory: + +```json +{ + "prepared_data_dir": "./SOT_prepared_8f" +} +``` + +--- + +## Troubleshooting + +| Problem | Fix | +|---|---| +| `ERROR: ffmpeg not found` | Install ffmpeg and add it to `PATH`, or place it in `/usr/bin/ffmpeg`. | +| `401 Unauthorized` from Hugging Face | Check that `--hf-token` / `HF_TOKEN` is set and has read access to the repo. | +| Download retries / timeouts | The script retries up to 4 times with back-off. Check your network connection. | +| Bounding boxes not drawn | Install `opencv-python` or `Pillow`. Without either, the script copies the raw frame without annotation. | +| Sequence not found in output | Verify the `seq_id` value; use `--sequences ` to test a single entry. | diff --git a/data/tracking/prepare_sot_dataset.py b/data/tracking/prepare_sot_dataset.py new file mode 100644 index 0000000000000000000000000000000000000000..a0c57848b7d8f407a1f6a321a7d23dea68e4e1b5 --- /dev/null +++ b/data/tracking/prepare_sot_dataset.py @@ -0,0 +1,680 @@ +""" +IIB Single Object Tracking (SOT) dataset preparer. + +Given a benchmark JSON/JSONL file describing SOT sequences, this script +downloads the source camera videos from the IIB Hugging Face dataset and +reconstructs an evaluator-ready dataset: + + / + / + frames/ + f00.png # first (initialization) frame + f00_ann.png # first frame with target bounding box drawn + crop.png # cropped target region from the first frame + f01.png ... f{N-1:02d}.png + sequence_meta.json + +Prerequisites: + - Python 3.8+ + - ffmpeg on PATH + - huggingface_hub (pip install huggingface_hub) + - A Hugging Face access token with read access to the source video dataset + (set via --hf-token or the HF_TOKEN environment variable) + +Supported input formats: + 1. Benchmark JSON/JSONL (standard format) + [ + { + "seq_id": "...", + "scene": "Warehouse_000", + "camera": "Camera_0010", + "init_frame_id": 2672, + "init_bbox": [...], + "canonical_frame_ids": [...], + "clip_start_frame": 2230, + "clip_end_frame": 3130 + } + ] + + 2. Benchmark JSONL with canonical GT + {"seq_id": "...", "canonical_frame_ids": [...], "gt_bboxes": {"1": [...]}} + + 3. Dataset JSONL with metadata/conversations + {"id": "...", "metadata": {...}, "conversations": [...]} + + 4. Sequence-only JSON/JSONL + {"id": "...", "source_frame_ids": [...], "init_bbox": [...]} + +GT policy: + - Ground-truth bounding boxes are not written to the output directory. + - The script prepares frames and metadata only. + - A private GT request manifest (gt_requests.json) is written to the + output directory for benchmark-owner-side annotation lookup. + +Examples: + python scripts/tracking/prepare_sot_dataset.py ^ + --benchmark sot_benchmark.jsonl ^ + --output-dir .\\SOT_prepared_8f + + python scripts/tracking/prepare_sot_dataset.py ^ + --benchmark sot_benchmark.jsonl ^ + --output-dir .\\SOT_prepared_32f ^ + --nframes 32 +""" + +from __future__ import annotations + +import argparse +import json +import os +import shutil +import subprocess +import sys +import time +from typing import Dict, List, Optional + + +DEFAULT_REPO_ID = "nvidia/PhysicalAI-SmartSpaces" # source video dataset on Hugging Face +DEFAULT_REPO_SUBDIR = "MTMC_Tracking_2025" +DEFAULT_STRIDE = 15 + + +def find_ffmpeg() -> str: + for candidate in ["ffmpeg", "/usr/bin/ffmpeg", "/usr/local/bin/ffmpeg"]: + if shutil.which(candidate): + return candidate + for bindir in [ + "/opt/conda/bin", + os.path.expanduser("~/miniconda3/bin"), + os.path.expanduser("~/anaconda3/bin"), + "/software/slurm/spackages/linux-rocky8-x86_64/gcc-9.5.0" + "/ffmpeg-6.0-p2yymc26idfdwvbsuijraseemhm5clvc/bin", + ]: + candidate = os.path.join(bindir, "ffmpeg") + if os.path.exists(candidate): + return candidate + sys.exit("ERROR: ffmpeg not found. Install it and add it to PATH.") + + +def extract_frame(ffmpeg: str, video_path: str, timestamp_sec: float, out_path: str) -> None: + subprocess.run( + [ + ffmpeg, + "-y", + "-i", + video_path, + "-ss", + f"{timestamp_sec:.6f}", + "-vframes", + "1", + "-q:v", + "2", + out_path, + ], + check=True, + stdout=subprocess.DEVNULL, + stderr=subprocess.DEVNULL, + ) + + +def draw_bbox_on_frame(frame_path: str, bbox_norm: List[float], out_path: str) -> None: + try: + import cv2 + + img = cv2.imread(frame_path) + if img is None: + shutil.copy(frame_path, out_path) + return + h, w = img.shape[:2] + x1 = int(bbox_norm[0] / 1000 * w) + y1 = int(bbox_norm[1] / 1000 * h) + x2 = int(bbox_norm[2] / 1000 * w) + y2 = int(bbox_norm[3] / 1000 * h) + cv2.rectangle(img, (x1, y1), (x2, y2), (0, 255, 0), 4) + cv2.putText( + img, + "TARGET", + (x1, max(y1 - 6, 12)), + cv2.FONT_HERSHEY_SIMPLEX, + 0.9, + (0, 255, 0), + 2, + ) + cv2.imwrite(out_path, img) + return + except ImportError: + pass + + try: + from PIL import Image, ImageDraw + + img = Image.open(frame_path) + w, h = img.size + draw = ImageDraw.Draw(img) + draw.rectangle( + [ + bbox_norm[0] / 1000 * w, + bbox_norm[1] / 1000 * h, + bbox_norm[2] / 1000 * w, + bbox_norm[3] / 1000 * h, + ], + outline="green", + width=4, + ) + img.save(out_path) + return + except ImportError: + pass + + shutil.copy(frame_path, out_path) + + +def crop_target(frame_path: str, bbox_norm: List[float], out_path: str) -> None: + try: + import cv2 + + img = cv2.imread(frame_path) + if img is None: + return + h, w = img.shape[:2] + x1 = max(0, int(bbox_norm[0] / 1000 * w)) + y1 = max(0, int(bbox_norm[1] / 1000 * h)) + x2 = min(w, int(bbox_norm[2] / 1000 * w)) + y2 = min(h, int(bbox_norm[3] / 1000 * h)) + cv2.imwrite(out_path, img[y1:y2, x1:x2]) + return + except ImportError: + pass + + try: + from PIL import Image + + img = Image.open(frame_path) + w, h = img.size + x1 = max(0, int(bbox_norm[0] / 1000 * w)) + y1 = max(0, int(bbox_norm[1] / 1000 * h)) + x2 = min(w, int(bbox_norm[2] / 1000 * w)) + y2 = min(h, int(bbox_norm[3] / 1000 * h)) + img.crop((x1, y1, x2, y2)).save(out_path) + except ImportError: + pass + + +def load_json_or_jsonl(path: str): + with open(path, encoding="utf-8") as f: + first_non_ws = "" + while True: + ch = f.read(1) + if not ch: + break + if not ch.isspace(): + first_non_ws = ch + break + + if first_non_ws in ("[", "{"): + try: + with open(path, encoding="utf-8") as f: + return json.load(f) + except json.JSONDecodeError: + pass + + records = [] + with open(path, encoding="utf-8") as f: + for line in f: + line = line.strip() + if line: + records.append(json.loads(line)) + return records + + +def normalize_gt_bboxes(raw_gt: Optional[dict]) -> Dict[str, List[float]]: + if not raw_gt: + return {} + out = {} + for key, value in raw_gt.items(): + key_str = str(key) + if key_str.startswith("frame_"): + key_str = key_str.split("_")[-1] + out[key_str] = value + return out + + +def sequence_label(seq: dict) -> str: + return seq.get( + "label", + f"{seq['scene']}/{seq['camera']}/{seq['init_frame_id']}/obj{seq['object_id']}", + ) + + +def normalize_sequence(rec: dict) -> dict: + if "metadata" in rec and "id" in rec: + meta = rec["metadata"] + canonical = meta.get("source_frame_ids") or meta.get("canonical_frame_ids") or [] + gt_bboxes = {} + try: + answer = rec["conversations"][1]["value"] + parsed_gt = json.loads(answer) + gt_bboxes = normalize_gt_bboxes(parsed_gt) + except (KeyError, IndexError, TypeError, json.JSONDecodeError): + pass + return { + "seq_id": rec["id"], + "scene": meta["scene"], + "camera": meta["camera"], + "object_id": str(meta.get("object_id", "")), + "object_type": meta.get("object_type", "object"), + "init_frame_id": int(canonical[0]), + "init_bbox": meta["init_bbox"], + "canonical_frame_ids": canonical, + "clip_start_frame": meta.get("clip_start_frame"), + "clip_end_frame": meta.get("clip_end_frame", canonical[-1] if canonical else None), + "clip_fps": float(meta.get("clip_fps", 30.0)), + "gt_bboxes": gt_bboxes, + } + + canonical = rec.get("canonical_frame_ids") or rec.get("source_frame_ids") or [] + init_frame_id = rec.get("init_frame_id", canonical[0] if canonical else None) + clip_end_frame = rec.get("clip_end_frame", canonical[-1] if canonical else init_frame_id) + clip_start_frame = rec.get("clip_start_frame") + if clip_start_frame is None and init_frame_id is not None: + clip_start_frame = init_frame_id + + seq_id = rec.get("seq_id") or rec.get("id") + if not seq_id: + raise ValueError("Sequence record is missing seq_id/id") + if init_frame_id is None: + raise ValueError(f"{seq_id}: missing init_frame_id and canonical/source frame ids") + if "scene" not in rec or "camera" not in rec or "init_bbox" not in rec: + raise ValueError(f"{seq_id}: missing required scene/camera/init_bbox fields") + + return { + "seq_id": seq_id, + "scene": rec["scene"], + "camera": rec["camera"], + "object_id": str(rec.get("object_id", "")), + "object_type": rec.get("object_type", "object"), + "init_frame_id": int(init_frame_id), + "init_bbox": rec["init_bbox"], + "canonical_frame_ids": canonical, + "clip_start_frame": int(clip_start_frame) if clip_start_frame is not None else None, + "clip_end_frame": int(clip_end_frame) if clip_end_frame is not None else None, + "clip_fps": float(rec.get("clip_fps", 30.0)), + "gt_bboxes": normalize_gt_bboxes(rec.get("gt_bboxes")), + "label": rec.get("label"), + } + + +def load_sequences(benchmark_path: str) -> List[dict]: + raw = load_json_or_jsonl(benchmark_path) + if isinstance(raw, dict): + if "sequences" in raw: + raw = raw["sequences"] + else: + raw = [raw] + return [normalize_sequence(rec) for rec in raw] + + +def get_split(scene: str) -> str: + return "val" if int(scene.split("_")[-1]) >= 15 else "train" + + +def download_hf_file(repo_id: str, filename: str, hf_token: Optional[str], hf_cache_dir: Optional[str]) -> str: + from huggingface_hub import hf_hub_download + + return hf_hub_download( + repo_id=repo_id, + repo_type="dataset", + filename=filename, + cache_dir=hf_cache_dir, + token=hf_token, + ) + + +def download_hf_file_with_retries( + repo_id: str, + filename: str, + hf_token: Optional[str], + hf_cache_dir: Optional[str], + max_attempts: int = 4, +) -> str: + last_exc = None + for attempt in range(1, max_attempts + 1): + try: + return download_hf_file( + repo_id=repo_id, + filename=filename, + hf_token=hf_token, + hf_cache_dir=hf_cache_dir, + ) + except Exception as exc: + last_exc = exc + if attempt == max_attempts: + break + wait_sec = attempt * 2 + print(f" retry {attempt}/{max_attempts - 1} after error: {exc}") + time.sleep(wait_sec) + raise last_exc + + +def choose_stride( + n_frames: int, + init_frame_id: int, + clip_end_frame: Optional[int], + user_stride: Optional[int], +) -> int: + if user_stride is not None: + return user_stride + if n_frames <= 1: + return DEFAULT_STRIDE + if clip_end_frame is None: + return DEFAULT_STRIDE + frames_available = max(0, clip_end_frame - init_frame_id) + max_stride = frames_available // max(1, n_frames - 1) + return min(DEFAULT_STRIDE, max(1, max_stride)) + + +def existing_frame_count(frames_dir: str) -> int: + if not os.path.isdir(frames_dir): + return 0 + return len( + [ + name + for name in os.listdir(frames_dir) + if name.startswith("f") and name.endswith(".png") and "_ann" not in name + ] + ) + + +def write_gt_requests( + gt_requests_path: str, + benchmark_path: str, + repo_id: str, + repo_subdir: str, + nframes: int, + stride: Optional[int], + requests: List[dict], +) -> None: + payload = { + "benchmark": os.path.abspath(benchmark_path), + "repo_id": repo_id, + "repo_subdir": repo_subdir, + "nframes": nframes, + "stride": stride, + "requests": requests, + } + with open(gt_requests_path, "w", encoding="utf-8") as f: + json.dump(payload, f, indent=2) + + +def parse_args() -> argparse.Namespace: + parser = argparse.ArgumentParser( + description="Prepare the IIB SOT dataset from a benchmark JSON/JSONL and source camera videos." + ) + parser.add_argument( + "--benchmark", + required=True, + help="Input benchmark JSON or JSONL with sequence metadata.", + ) + parser.add_argument( + "--output-dir", + required=True, + help="Output prepared_data_dir for the evaluator.", + ) + parser.add_argument( + "--nframes", + type=int, + default=8, + help="Frames to extract per sequence. Default: 8.", + ) + parser.add_argument( + "--stride", + type=int, + default=None, + help="Source-video frame stride. Default: auto.", + ) + parser.add_argument( + "--hf-token", + default=None, + help="Hugging Face token. Falls back to HF_TOKEN env var.", + ) + parser.add_argument( + "--hf-cache-dir", + default=None, + help="Optional cache directory for Hugging Face downloads.", + ) + parser.add_argument( + "--repo-id", + default=DEFAULT_REPO_ID, + help=f"Hugging Face dataset repo id. Default: {DEFAULT_REPO_ID}.", + ) + parser.add_argument( + "--repo-subdir", + default=DEFAULT_REPO_SUBDIR, + help=f"Dataset subdirectory inside the repo. Default: {DEFAULT_REPO_SUBDIR}.", + ) + parser.add_argument( + "--sequences", + nargs="*", + default=None, + help="Optional subset of seq_ids to prepare.", + ) + return parser.parse_args() + + +def main() -> None: + args = parse_args() + hf_token = args.hf_token or os.environ.get("HF_TOKEN") + ffmpeg = find_ffmpeg() + + if not os.path.exists(args.benchmark): + sys.exit(f"ERROR: benchmark file not found: {args.benchmark}") + + try: + sequences = load_sequences(args.benchmark) + except Exception as exc: + sys.exit(f"ERROR: failed to parse benchmark inputs: {exc}") + + if args.sequences: + keep = set(args.sequences) + sequences = [seq for seq in sequences if seq["seq_id"] in keep] + + os.makedirs(args.output_dir, exist_ok=True) + gt_requests_path = os.path.join(args.output_dir, "gt_requests.json") + + print(f"ffmpeg: {ffmpeg}") + print(f"benchmark: {args.benchmark}") + print(f"repo: {args.repo_id}") + print(f"subdir: {args.repo_subdir}") + print(f"nframes: {args.nframes}") + print(f"stride: {'auto' if args.stride is None else args.stride}") + print(f"sequences: {len(sequences)}") + + video_groups: Dict[tuple, List[dict]] = {} + for seq in sequences: + key = (get_split(seq["scene"]), seq["scene"], seq["camera"]) + video_groups.setdefault(key, []).append(seq) + + print(f"videos: {len(video_groups)} unique source camera files\n") + + done = 0 + skipped = 0 + errors = 0 + video_cache: Dict[tuple, str] = {} + gt_requests: List[dict] = [] + write_gt_requests( + gt_requests_path=gt_requests_path, + benchmark_path=args.benchmark, + repo_id=args.repo_id, + repo_subdir=args.repo_subdir, + nframes=args.nframes, + stride=args.stride, + requests=gt_requests, + ) + + for (split, scene, camera), seqs in sorted(video_groups.items()): + video_key = (split, scene, camera) + if video_key not in video_cache: + rel_path = f"{args.repo_subdir}/{split}/{scene}/videos/{camera}.mp4" + print(f"[VIDEO] {rel_path} ({len(seqs)} sequence{'s' if len(seqs) != 1 else ''})") + try: + video_cache[video_key] = download_hf_file_with_retries( + repo_id=args.repo_id, + filename=rel_path, + hf_token=hf_token, + hf_cache_dir=args.hf_cache_dir, + ) + print(f" -> {video_cache[video_key]}") + except Exception as exc: + print(f" [DOWNLOAD ERROR] {exc}") + errors += len(seqs) + continue + + video_path = video_cache[video_key] + + for seq in seqs: + seq_id = seq["seq_id"] + seq_out = os.path.join(args.output_dir, seq_id) + frames_out = os.path.join(seq_out, "frames") + + if existing_frame_count(frames_out) >= args.nframes: + skipped += 1 + continue + + os.makedirs(frames_out, exist_ok=True) + + canonical = seq.get("canonical_frame_ids") or [] + if canonical and args.stride is None and len(canonical) >= args.nframes: + frame_ids = canonical[: args.nframes] + stride = ( + canonical[1] - canonical[0] + if len(canonical) > 1 + else DEFAULT_STRIDE + ) + else: + stride = choose_stride( + n_frames=args.nframes, + init_frame_id=seq["init_frame_id"], + clip_end_frame=seq.get("clip_end_frame"), + user_stride=args.stride, + ) + frame_ids = [ + seq["init_frame_id"] + idx * stride for idx in range(args.nframes) + ] + + gt_request_frames = [ + { + "frame_index": frame_idx, + "source_frame_id": source_frame_id, + } + for frame_idx, source_frame_id in enumerate(frame_ids) + ] + gt_request_entry = { + "seq_id": seq_id, + "scene": seq["scene"], + "camera": seq["camera"], + "object_id": seq["object_id"], + "object_type": seq["object_type"], + "label": sequence_label(seq), + "requested_nframes": len(frame_ids), + "requested_stride": stride, + "frame_requests": gt_request_frames, + "status": "pending_preparation", + } + gt_requests.append(gt_request_entry) + write_gt_requests( + gt_requests_path=gt_requests_path, + benchmark_path=args.benchmark, + repo_id=args.repo_id, + repo_subdir=args.repo_subdir, + nframes=args.nframes, + stride=args.stride, + requests=gt_requests, + ) + + try: + for frame_idx, source_frame_id in enumerate(frame_ids): + timestamp_sec = source_frame_id / seq["clip_fps"] + frame_path = os.path.join(frames_out, f"f{frame_idx:02d}.png") + extract_frame(ffmpeg, video_path, timestamp_sec, frame_path) + + if frame_idx == 0: + draw_bbox_on_frame( + frame_path, + seq["init_bbox"], + os.path.join(frames_out, "f00_ann.png"), + ) + crop_target( + frame_path, + seq["init_bbox"], + os.path.join(frames_out, "crop.png"), + ) + + sequence_meta = { + "frame_ids": frame_ids, + "init_bbox": seq["init_bbox"], + "label": sequence_label(seq), + "scene": seq["scene"], + "camera": seq["camera"], + "object_id": seq["object_id"], + "object_type": seq["object_type"], + "stride": stride, + "nframes": len(frame_ids), + "clip_fps": seq["clip_fps"], + "gt_available": False, + "gt_source": "private_benchmark_owner_only", + } + with open(os.path.join(seq_out, "sequence_meta.json"), "w", encoding="utf-8") as f: + json.dump(sequence_meta, f, indent=2) + + gt_request_entry["status"] = "prepared" + write_gt_requests( + gt_requests_path=gt_requests_path, + benchmark_path=args.benchmark, + repo_id=args.repo_id, + repo_subdir=args.repo_subdir, + nframes=args.nframes, + stride=args.stride, + requests=gt_requests, + ) + + print( + f" [{done + 1:>3}] {seq_id} stride={stride} " + f"gt=private" + ) + done += 1 + except Exception as exc: + gt_request_entry["status"] = "preparation_failed" + gt_request_entry["error"] = str(exc) + write_gt_requests( + gt_requests_path=gt_requests_path, + benchmark_path=args.benchmark, + repo_id=args.repo_id, + repo_subdir=args.repo_subdir, + nframes=args.nframes, + stride=args.stride, + requests=gt_requests, + ) + print(f" [ERROR] {seq_id}: {exc}") + errors += 1 + + write_gt_requests( + gt_requests_path=gt_requests_path, + benchmark_path=args.benchmark, + repo_id=args.repo_id, + repo_subdir=args.repo_subdir, + nframes=args.nframes, + stride=args.stride, + requests=gt_requests, + ) + + print(f"\n{'=' * 60}") + print(f"Done: {done} prepared") + print(f"Skipped: {skipped} already complete") + print(f"Errors: {errors}") + print(f"Output: {args.output_dir}") + print(f"GT reqs: {gt_requests_path}") + print(f'\nSet "prepared_data_dir": "{args.output_dir}" in your config JSON.') + + +if __name__ == "__main__": + main() diff --git a/data/tracking/sot_benchmark.jsonl b/data/tracking/sot_benchmark.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c1f9e5a40be5a4f6b37750c67f62dcfc22aa7545 --- /dev/null +++ b/data/tracking/sot_benchmark.jsonl @@ -0,0 +1,200 @@ +{"seq_id": "Warehouse_016__Camera_11__5600__obj353", "scene": "Warehouse_016", "camera": "Camera_11", "object_id": "353", "object_type": "Robot", "init_bbox": [799.0, 601.9, 918.8, 956.5], "init_frame_id": 5600, "clip_fps": 30.0, "img_width": 1920, "img_height": 1080, "canonical_frame_ids": [5600, 5615, 5630, 5645, 5660, 5675, 5690, 5705]} +{"seq_id": "Warehouse_016__Camera_05__704__obj352", "scene": "Warehouse_016", "camera": "Camera_05", "object_id": "352", "object_type": "Robot", "init_bbox": [819.8, 675.9, 894.8, 958.3], "init_frame_id": 704, "clip_fps": 30.0, "img_width": 1920, "img_height": 1080, "canonical_frame_ids": [704, 719, 734, 749, 764, 779, 794, 809]} +{"seq_id": "Warehouse_016__Camera_11__5040__obj353", "scene": "Warehouse_016", "camera": "Camera_11", "object_id": "353", "object_type": "Robot", "init_bbox": [284.4, 559.3, 375.0, 961.1], "init_frame_id": 5040, "clip_fps": 30.0, "img_width": 1920, "img_height": 1080, "canonical_frame_ids": [5040, 5055, 5070, 5085, 5100, 5115, 5130, 5145]} +{"seq_id": "Warehouse_016__Camera_05__1968__obj353", "scene": "Warehouse_016", "camera": "Camera_05", "object_id": "353", "object_type": "Robot", "init_bbox": [865.6, 683.3, 948.4, 963.0], "init_frame_id": 1968, "clip_fps": 30.0, "img_width": 1920, "img_height": 1080, "canonical_frame_ids": [1968, 1983, 1998, 2013, 2028, 2043, 2058, 2073]} +{"seq_id": "Warehouse_014__Camera_01__4192__obj528", "scene": "Warehouse_014", "camera": "Camera_01", "object_id": "528", "object_type": "Robot", "init_bbox": [810.9, 736.1, 931.8, 969.4], "init_frame_id": 4192, "clip_fps": 30.0, "img_width": 1920, "img_height": 1080, "canonical_frame_ids": [4192, 4207, 4222, 4237, 4252, 4267, 4282, 4297]} +{"seq_id": "Warehouse_014__Camera_01__7792__obj528", "scene": "Warehouse_014", "camera": "Camera_01", "object_id": "528", "object_type": "Robot", "init_bbox": [809.9, 731.5, 930.2, 963.9], "init_frame_id": 7792, "clip_fps": 30.0, "img_width": 1920, "img_height": 1080, "canonical_frame_ids": [7792, 7807, 7822, 7837, 7852, 7867, 7882, 7897]} +{"seq_id": "Warehouse_016__Camera_06__8509__obj627", "scene": "Warehouse_016", "camera": "Camera_06", "object_id": "627", "object_type": "Robot", "init_bbox": [210.4, 632.4, 287.5, 941.7], "init_frame_id": 8509, "clip_fps": 30.0, "img_width": 1920, "img_height": 1080, "canonical_frame_ids": [8509, 8524, 8539, 8554, 8569, 8584, 8599, 8614]} +{"seq_id": "Warehouse_016__Camera_02__4416__obj354", "scene": "Warehouse_016", "camera": "Camera_02", "object_id": "354", "object_type": "Robot", "init_bbox": [75.0, 723.1, 175.5, 874.1], "init_frame_id": 4416, "clip_fps": 30.0, "img_width": 1920, "img_height": 1080, "canonical_frame_ids": [4416, 4431, 4446, 4461, 4476, 4491, 4506, 4521]} +{"seq_id": "Warehouse_016__Camera__2976__obj352", "scene": "Warehouse_016", "camera": "Camera", "object_id": "352", "object_type": "Robot", "init_bbox": [30.2, 679.6, 146.9, 850.0], "init_frame_id": 2976, "clip_fps": 30.0, "img_width": 1920, "img_height": 1080, "canonical_frame_ids": [2976, 2991, 3006, 3021, 3036, 3051, 3066, 3081]} +{"seq_id": "Warehouse_016__Camera_03__2608__obj352", "scene": "Warehouse_016", "camera": "Camera_03", "object_id": "352", "object_type": "Robot", "init_bbox": [248.4, 397.2, 315.1, 688.9], "init_frame_id": 2608, "clip_fps": 30.0, "img_width": 1920, "img_height": 1080, "canonical_frame_ids": [2608, 2623, 2638, 2653, 2668, 2683, 2698, 2713]} +{"seq_id": "Warehouse_016__Camera_03__544__obj352", "scene": 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