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50044
Decelerate gradually without braking.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/d1ac8e27ba8944a4a42a488cf2fedd74_3fa6bde5718146d5a1634ff3b01f257c.jpg" ]
What is the future state of <c1,CAM_BACK,[514, 788]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
306738
<c1,CAM_BACK,[509, 768]>.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/69e393da7cb54eb6bea7927a2af0d1ee_b27ee5cf17544b628e22fdb2c4f9c492.jpg" ]
Except for the ego vehicle, what object would consider <c3,CAM_FRONT,[345, 385]> to be most relevant to its decision? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of ...
306957
The action is to keep going at the same speed. The reason is that there is no safety issue, and the probability is high.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/69e393da7cb54eb6bea7927a2af0d1ee_49447f0cd4634936b90035d32ffa19cd.jpg" ]
What actions could the ego vehicle take based on <c4,CAM_FRONT,[415, 279]>? Why take this action and what's the probability? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordina...
49027
Yes.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/5a2aac9df32945d183fc81924ff148b6_9aa5976ea34140558716eb06c6836224.jpg" ]
Will <c2,CAM_BACK,[430, 809]> change its motion state based on <c3,CAM_FRONT_RIGHT,[726, 315]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of th...
71598
Stationary.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/52bb785dcb5548a1836898f14fb3cf6d_8e6dee8eb25544579e4ec4a239a77046.jpg" ]
What is the future state of <c1,CAM_FRONT_LEFT,[192, 388]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
296458
One car is parked.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/e757a98aa8794d448f65f5966b8ac954_f9bfeb87803947d5b4433849c77b5381.jpg" ]
What is the status of the car that is to the front of the ego car? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
373450
None, no, none.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/5af1f9db65e04747aa3ca8364037c49b_77fb46bcf3f9492a9dd4a943451d9001.jpg" ]
Which object is most likely to be occluded by <c2,CAM_BACK,[403, 793]>? Would this object affect the ego vehicle? Based on this object, what action of the ego vehicle is dangerous? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated,...
174547
None, no, none.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/75ebb308bea04317adbc25554d5cd7f5_c74c5102eb554ae1979f42feb594a2f8.jpg" ]
Which object is most likely to be occluded by <c3,CAM_FRONT,[404, 333]>? Would this object affect the ego vehicle? Based on this object, what action of the ego vehicle is dangerous? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated...
63134
There is a construction vehicle to the front of the ego vehicle, a black sedan to the back of the ego vehicle, and a black SUV to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,[534, 272]>, <c2,CAM_BACK,[515, 772]>, and <c3,CAM_FRONT,[649, 350]>.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/2e3c0f308fcf4664bf7994053d7080b9_66202485ba6f4fd49162cb227c92a1d3.jpg" ]
What are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision. Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical ...
132660
<c1,CAM_BACK_RIGHT,[877, 843]> is on the right lane, and <c2,CAM_FRONT,[618, 305]> is also on the right lane.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/599c50b42e294116bd702c9e5cc830a3_c12880d7bea74ac9b1e783823ff76e7e.jpg" ]
Which lanes are each important object on in the scene? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
71099
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/59ff984c3143486da7d2c4ffec023b36_e330740963af4a0b99c2cf7fcb4b3751.jpg" ]
Will <c1,CAM_FRONT,[564, 302]> be in the moving direction of <c3,CAM_BACK_LEFT,[215, 826]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D...
228125
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/b526c20f7eed49f0886cdb4ba6b733e8_a1010b7006694f3b878c500cc4a2fc06.jpg" ]
Is <c3,CAM_FRONT,[540, 271]> a traffic sign or a road barrier? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
240977
The action is none, the reason is there is no safety issue.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/2987b4494fcc4639bdd6d714a94b2c72_3a8e7003ede54b008ec4589adc8c9db8.jpg" ]
Based on the observations of <c4,CAM_FRONT,[557, 281]>, what are possible actions to be taken by <c2,CAM_FRONT_RIGHT,[825, 279]>? What is the reason? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizon...
130691
Stationary.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/13c6a31ab85547b08dab2544024553a8_c29a2235790c456699d20b21c9cf0e5c.jpg" ]
What is the future state of <c2,CAM_BACK_RIGHT,[858, 861]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
44990
Accelerating and going straight.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/2ba06ef7b3b44cbfad6d771981d86af9_5f9d64f672fa4874a16e2798f9bfd760.jpg" ]
What actions taken by the ego vehicle can lead to a collision with <c4,CAM_FRONT,[514, 246]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the ...
297627
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/5e270cfc71714e2bb94bad445c6159a4_f737a2de843444369e2995a4fd41126a.jpg" ]
Would <c1,CAM_FRONT,[369, 321]> be in the moving direction of the ego vehicle? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box...
78186
Please take a detour.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/21464a6831c1443db294d1b56a7a33a5_b056929f7e13472398f920840926a883.jpg" ]
What does <c1,CAM_FRONT,[499, 277]> mean? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
45949
Low.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/83773bcf46ac486383529098de0542dd_697c0c8955b54a2f887a55585d00b0aa.jpg" ]
What is the probability of colliding with <c3,CAM_FRONT,[576, 295]> after the ego vehicle goes straight and keeps the same speed? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coo...
286645
<c2,CAM_BACK,[510, 775]> is at the back of <c1,CAM_FRONT,[517, 282]>, <c3,CAM_FRONT_RIGHT,[797, 239]> is at the back of <c1,CAM_FRONT,[517, 282]>, <c4,CAM_BACK,[529, 780]> is at the back of <c1,CAM_FRONT,[517, 282]>, <c5,CAM_FRONT,[430, 299]> is at the back of <c1,CAM_FRONT,[517, 282]>, <c3,CAM_FRONT_RIGHT,[797, 239]> ...
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/52b30ecd104a4f4eab6f8f5684a73e56_25e4f0e1acc543efa1ee0acdb574b290.jpg" ]
What is the relative positioning of the important objects in the current scene? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding bo...
200331
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/f9e460f092c94466b1211704b5a8859d_04147507f33e495f912cb64a60bb3f0d.jpg" ]
Will <c2,CAM_BACK,[380, 842]> change its motion state based on <c1,CAM_FRONT,[604, 279]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D b...
225102
The action is to keep going at the same speed because there is no safety issue. The probability of this action is high.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/cb0cd06a1dd84271968466d7b65e48f8_cc25ae7022d842a7915380a1791863f1.jpg" ]
What actions could the ego vehicle take based on <c1,CAM_BACK_LEFT,[189, 741]>? Why take this action and what's the probability? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coor...
59626
Two of the trailers are parked, and one is moving.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/44f25e0b668e4077abf57f3df320bb57_0fa1ac8c76084bce872dd92ce35854c8.jpg" ]
What is the status of the trailers that are to the back of the ego car? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
331247
No, there are no traffic elements in the front view.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/c324de94562d41498a2d4b7d51c5ce78_752f635201a64db38b7838aebf1380d9.jpg" ]
Is there any traffic element in the front view? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
162416
Stationary.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/a6ebe93557f24cf9bcf613dbff0aab24_d54cb65943304fec87c4bdd11fcb8706.jpg" ]
What is the future state of <c1,CAM_FRONT_RIGHT,[776, 325]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
20423
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/5674c9e612cc4f7793330a361755830a_986e2e3396e34e5b84032a8a3fdbe156.jpg" ]
Is <c4,CAM_BACK,[412, 752]> a traffic sign or a road barrier? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
122256
Yes.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/2c96ff6afc9e4cf7bc8b107fce955c1f_5c869e4ac798453db53256b915360703.jpg" ]
Is <c4,CAM_FRONT_RIGHT,[799, 269]> an object that the ego vehicle should consider in the current scene? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center poi...
288215
Moving.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/9f5f2211d6f943a89dd87bbe9703539d_25572a9d5aff4f6bb06e43a0826d7fd8.jpg" ]
What is the observed status of object <c2,CAM_BACK_RIGHT,[907, 875]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
31480
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/7bbc6931b39b4ba3834240618fc4a4c2_6ee319f6be084e48aa68373b06e620ff.jpg" ]
Will <c3,CAM_FRONT,[507, 292]> be in the moving direction of <c4,CAM_BACK,[443, 774]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D boun...
169995
The action is none, the reason is there is no safety issue.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/ed97ee6a3b444ba7800641baab057556_a884b0450df24182ae16bf18d9332788.jpg" ]
Based on the observations of <c4,CAM_FRONT,[510, 252]>, what are possible actions to be taken by <c3,CAM_FRONT,[546, 260]>? What is the reason? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal an...
254704
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/f05ec45554f842ccb523caf326750f13_c58c5f1de44746dbb5447b5fdb9de148.jpg" ]
Is <c3,CAM_FRONT_LEFT,[191, 291]> a traffic sign or a road barrier? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
256513
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/2175d0e84f224ea69907e5c338bde395_d90e9284a1d343808333b9d3c027ba08.jpg" ]
Is <c3,CAM_BACK,[507, 805]> an object that the ego vehicle should consider in the current scene? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of t...
357653
The action is to keep going at the same speed. The reason is that there is no safety issue. The probability is high.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/792b78f6cbcf413c821cb591630cddfb_372a64ebf6ad48a1a669dade1494cb2a.jpg" ]
What actions could the ego vehicle take based on <c4,CAM_FRONT,[462, 306]>? Why take this action and what's the probability? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordina...
88650
None, no, none.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/ab6eea0e06c84f70be411a9d36636a7a_80e84ccf181a428e939af2fbde7d4211.jpg" ]
Which object is most likely to be occluded by <c2,CAM_FRONT,[513, 237]>? Would this object affect the ego vehicle? Based on this object, what action of the ego vehicle is dangerous? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated...
106939
Keep going straight.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/e631037169574c67944176bf079ee75c_c85e37d1fa3b4811ae49e38e7e3df0c3.jpg" ]
What is the future state of <c4,CAM_BACK,[464, 806]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
213497
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/36349e9caeff483e9d8d25e9743b9f5b_eab344e25c3a4781960052b368f61709.jpg" ]
Would <c6,CAM_FRONT,[504, 224]> be in the moving direction of the ego vehicle? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box...
128514
Neither is a traffic sign.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/1466f33b56704942a368fa03d10708dd_dbd534bc400f4e6099512f52348aec09.jpg" ]
Are <c3,CAM_FRONT,[382, 295]> and <c1,CAM_BACK,[513, 797]> traffic signs? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
6255
There are many cars, many pedestrians, and one motorcycle behind the ego car.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/75548269eb0a4614a6f84ab8d7713196_1ca510ff9d66466f83589fe4b0a1d2e0.jpg" ]
What are objects to the back of the ego car? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
165503
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/fcb40dc8514444c49b1fdc06f80a123b_f6754a71377442c59fb8689145f96623.jpg" ]
Is <c3,CAM_BACK,[505, 820]> a traffic sign or a road barrier? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
286115
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/08be42eb2186411d8e2201225329f1c6_2be6b73858104271a22d441b514ab3c3.jpg" ]
Would <c2,CAM_BACK,[537, 791]> be in the moving direction of the ego vehicle? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
291089
<c2,CAM_FRONT_LEFT,[179, 276]> is on the front left of <c1,CAM_FRONT,[607, 370]>, <c3,CAM_FRONT,[653, 280]> is on the front right of <c1,CAM_FRONT,[607, 370]>, and <c3,CAM_FRONT,[653, 280]> is on the front right of <c2,CAM_FRONT_LEFT,[179, 276]>.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/affb0caa5d2948f98cee5c42c7aefc1c_c3c532876d074b8e8f3ced637e7f9e7a.jpg" ]
What is the relative positioning of the important objects in the current scene? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding bo...
356549
Yes.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/2dc89e0f9c6c4dbab908d341fab020c6_8034fcccce954b4ba926d5d23bcda7df.jpg" ]
Are there moving pedestrians to the front left of the ego car? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
88212
Yes.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/0cc28fe2c1064fb9a51f1647c28ca564_caa8be4d272d49719693a75c0eb68737.jpg" ]
Is <c3,CAM_FRONT,[530, 271]> an object that the ego vehicle should consider in the current scene? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of ...
41975
The action is none, and the reason is that there is no safety issue.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/4a4d09496d594c7385a1ec227bdb3a7f_d885687979384c1eb6bf37a5a0b8d9c3.jpg" ]
Based on the observations of <c2,CAM_FRONT,[608, 274]>, what are possible actions to be taken by <c4,CAM_FRONT,[482, 257]>? What is the reason? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal an...
58567
<c1,CAM_BACK,[520, 801]> is on the ego lane, <c2,CAM_FRONT,[442, 298]> is on the left lane, and <c3,CAM_FRONT,[462, 292]> is also on the left lane.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/5890face846e47a899246159b7c30bd7_4800ed23775745e49dd33a0587c3d6c4.jpg" ]
Which lanes are each important object on in the scene? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
234796
The car to the back left of the ego car is parked.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/103b54209e584cd4b7ed2890eca2e126_af154963c3b64a59b6c2b33e12ce983c.jpg" ]
What is the status of the car that is to the back left of the ego car? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
263174
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/e9a94a93c36a4adb831eb67ec8bdf289_9570a496ffde4a2bb2f5215a7c7d83bb.jpg" ]
Is it necessary for the ego vehicle to take <c3,CAM_FRONT_LEFT,[179, 162]> into account? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bo...
86505
There are many cars, pedestrians, and barriers to the front of the ego car.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/87a71839e68b46da8e91fb5f21b50c1c_d09b0b7070c54ec6ab0554fa10268ed8.jpg" ]
What are objects to the front of the ego car? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
311233
None.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/c7604a179ea94e45857ec2c16416e5ad_6ef59ea4f03c43828715154592f647ff.jpg" ]
What object would consider <c2,CAM_BACK,[503, 779]> to be most relevant to its decision? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bo...
267258
Moving.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/4959ccdac5774a088d0c9e10667f09f1_04a68574c56746b3a2c5610ed79005c5.jpg" ]
What is the observed status of object <c4,CAM_FRONT,[504, 261]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
96352
One of the trucks is parked and one is moving.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/3359935281a34136992997acab7cdddd_f8c5aff1dfd34dc4a6ad8292bfa9cab1.jpg" ]
What is the status of the trucks that are to the back of the ego car? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
320351
Turning right, backing up.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/634a8c5835e44aec912604a9a1972a5d_a8c2e7958d9f4e6da6b038b9f0be957a.jpg" ]
In this scenario, what are dangerous actions to take for the ego vehicle? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
176430
Yes.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/ef5f945852e84fcc88cab506746a6636_a89fe874747844589030965855e93750.jpg" ]
Are there parked cars to the front left of the ego car? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
254923
No such action will lead to a collision.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/f05ec45554f842ccb523caf326750f13_88d6f194f1244352a55dd739ba6b3947.jpg" ]
What actions taken by the ego vehicle can lead to a collision with <c3,CAM_FRONT_RIGHT,[905, 362]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point o...
254465
The ego vehicle.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/9c83e438973e4824853e6a38928ca4ff_b37f9dfa0d3241f89c7cec642363ff67.jpg" ]
What object would consider <c2,CAM_BACK,[504, 811]> to be most relevant to its decision? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bo...
360959
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/ff6af17f52c34e9c9958c64e41fb3786_489f7ecd8dde4e00b115838ab50b86ab.jpg" ]
Will <c1,CAM_FRONT_RIGHT,[703, 292]> change its motion state based on <c2,CAM_BACK,[517, 865]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of th...
308161
Two buses are moving.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/57f5503bf63144b8bf450315e860f58e_02c077545dbc4ff5a0329f721d261263.jpg" ]
What is the status of the buses that are to the front of the ego car? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
134798
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/bef135921f374f838bf0badae55cac83_985437a928ff4f0b87482377d2528458.jpg" ]
Will <c5,CAM_BACK,[422, 740]> be in the moving direction of <c4,CAM_FRONT,[498, 249]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D boun...
71290
Yes, there are traffic elements in the front view.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/c6d1085c40614693a046dae3168bdb35_e7437558e1594d58871c54b11205bf51.jpg" ]
Is there any traffic element in the front view? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
165102
There is one moving car behind the ego car, one parked car to the right rear of the ego car, two parked cars behind the ego car, and two parked trucks to the right rear of the ego car.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/f12b4e7fb95646ec9dac305076024bb9_d13a8076958b4f9f97587303cf65856d.jpg" ]
Please describe the current scene. Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
200520
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/f9e460f092c94466b1211704b5a8859d_64fdcad3ecca43db8b59ff82860fab1b.jpg" ]
Is <c1,CAM_FRONT,[496, 278]> a traffic sign or a road barrier? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
147479
The action is to turn left. The reason is that the object has little reference value for the ego vehicle, with a high probability.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/d0de3bf834b747179080898725b0f21d_0f16dc3e60ee472993df7871ef6d4a43.jpg" ]
What actions could the ego vehicle take based on <c3,CAM_BACK,[478, 808]>? Why take this action and what's the probability? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinat...
51176
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/4bcb814456f044919bc052c208dbebc5_df35f62944f84401b3ca3ab9ad58e0ac.jpg" ]
Would <c3,CAM_BACK_LEFT,[53, 825]> be in the moving direction of the ego vehicle? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding ...
72509
Black sedan.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/3b5f3391078e48ac92600cbdfa4ccbe6_ee7cb8782c014befae72ff01e40b6b10.jpg" ]
What is the visual description of <c2,CAM_BACK_RIGHT,[810, 877]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
86103
Go straight.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/2a334f5c4615465f86a250d4758a2d7d_cf109604c1f74c5bb739a32ea66d60f0.jpg" ]
What is the target action of the ego vehicle? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
308687
D
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/881da81bb35a4bdb925e0a2884ee7f0f_424fc112332e40b7b3f9cc666636b39e.jpg" ]
Predict the behavior of the ego vehicle. Please select the correct answer from the following options: A. The ego vehicle is steering to the left. The ego vehicle is driving with normal speed. B. The ego vehicle is slightly steering to the left. The ego vehicle is driving fast. C. The ego vehicle is steering to the left...
104526
Neither is a traffic sign.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/3289046b886f4c98a676bd7e6a3c6ef1_9486f2a4c42843ec9139ec5c501ae02b.jpg" ]
Are <c3,CAM_FRONT_RIGHT,[919, 254]> and <c5,CAM_FRONT,[443, 275]> traffic signs? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding b...
276541
Brake suddenly.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/482edf83eb664fdf90204c1830abe648_f0dd4da4b466435db841e8f7e62a1c63.jpg" ]
What actions taken by the ego vehicle can lead to a collision with <c2,CAM_BACK,[512, 802]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2...
229091
Moving.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/bc4fd5a05a004333b9411754630f4cba_e4a7fdc75f244b5d84c24c41d4b7ac4f.jpg" ]
What is the observed status of object <c1,CAM_BACK,[463, 792]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
35402
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/796e7ae080984a0ab2b96ce80f18ca3b_1660f97c9c67403b9c86c3eefb772fd7.jpg" ]
Are there parked cars to the back of the ego car? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
276186
The action is to brake gently to a stop. The reason is to maintain a safe distance, which is high.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/cd9db61edff14e8784678abb347cd674_141978e24e244e2aa9b48d080ce3d935.jpg" ]
What actions could the ego vehicle take based on <c3,CAM_BACK_RIGHT,[779, 899]>? Why take this action and what's the probability? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coo...
222785
<c2,CAM_FRONT_LEFT,[37, 398]>, <c1,CAM_FRONT_RIGHT,[903, 389]>, <c3,CAM_FRONT_LEFT,[98, 277]>.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/8c84164e752a4ab69d039a07c898f7af_a3a5e3a50ec84f919f0150d883be8f77.jpg" ]
What is the priority of the objects that the ego vehicle should consider?(in descending order) Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the...
185625
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/4d475873416a4860900f5af213e0027c_df9929a0ddf54eb085ab793ae1e7f172.jpg" ]
Are there moving trucks to the front left of the ego car? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
256116
No such action will lead to a collision.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/098c11f50ff2425a9ff994e004de1216_23f8fb41a9ce46e3b63e0e1bee71e61d.jpg" ]
What actions taken by the ego vehicle can lead to a collision with <c2,CAM_FRONT,[382, 289]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the ...
72526
None, no, none.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/3b5f3391078e48ac92600cbdfa4ccbe6_ee7cb8782c014befae72ff01e40b6b10.jpg" ]
Which object is most likely to be occluded by <c4,CAM_BACK,[496, 789]>? Would this object affect the ego vehicle? Based on this object, what action of the ego vehicle is dangerous? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated,...
150173
Moving.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/938479858b4849dd8ceddc11c154082b_d78001cc91ae4ac99a64167fad0d0e91.jpg" ]
What is the observed status of object <c3,CAM_FRONT,[462, 294]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
264079
The ego vehicle.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/98fc76cc0e364efdaa7e86a36b666dda_dfc35024dadd499da59562c958a392c1.jpg" ]
What object would consider <c2,CAM_FRONT_LEFT,[165, 303]> to be most relevant to its decision? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the...
220357
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/4f18d9a7ed374a0fb93c026589dcf9a0_02cfa6dbae744c128bc8fdb712f21d28.jpg" ]
Would <c1,CAM_FRONT_RIGHT,[684, 353]> be in the moving direction of the ego vehicle? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D boundi...
277908
Stationary.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/fd0d4fdda5c04f7eb43ecd2097df56fa_9a07d87cbe9a4bc69e79f7a2f35d1e70.jpg" ]
What is the future state of <c3,CAM_FRONT_RIGHT,[908, 387]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
370427
Three cars are parked.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/2bbae5e654224cbeb5884c471e2ad05e_b65ed73a19224727bb9d96544f8c7ed6.jpg" ]
What is the status of the cars that are to the back right of the ego car? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
120340
Moving.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/c0990deaa8954a54afc86f7710f349a1_1c46a75d2ed94af3b3be548ebc5462ed.jpg" ]
What is the observed status of object <c5,CAM_BACK_RIGHT,[930, 867]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
21176
Stationary.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/3032b651c72e4b5c86d4dea1b4930689_917ab65ffff94f578337e944ce5a1980.jpg" ]
What is the future state of <c3,CAM_BACK_LEFT,[98, 819]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
230295
The ego vehicle.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/5ab815cbcfee494499e41151890d6d8f_b585bc4f39d54eb0a95cdeb8a6aeea35.jpg" ]
What object would consider <c3,CAM_FRONT_LEFT,[133, 334]> to be most relevant to its decision? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the...
204558
Yes.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/2ffd7e2a1daf4b928464ddb2ed3dca59_7e1d33736acc4c599083bf226e917eff.jpg" ]
Are there parked trailers to the back left of the ego car? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
281759
Stationary.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/c4ab236557c8423caa8add5fb48a0898_b8207f87ec7c4c8eb57dd0e5aeb59071.jpg" ]
What is the observed status of object <c5,CAM_BACK,[580, 821]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
260881
There is one truck in front of the ego car.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/2a721a8d80e04e4e82709e6150f5196a_30e10668ecb34c1e8be7a08272513469.jpg" ]
What are objects to the front of the ego car? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
66932
There are many traffic elements in the front view. The information of these traffic elements is [(<ref>traffic light</ref><box>[[411, 228, 415, 237]]</box>,red), (<ref>traffic light</ref><box>[[468, 201, 471, 209]]</box>,red), (<ref>traffic light</ref><box>[[512, 239, 515, 245]]</box>,red), (<ref>traffic light</ref><bo...
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/f634de95cc7043b8b38ceaac67d472cf_8bdad602f01d4e1eae328966bbbb91e0.jpg" ]
Identify all the traffic elements in the front view, categorize them, determine their status, and predict the bounding box around each one. The output should be a list formatted as (c,s), where c represents the object with bounding box, s denotes the status.
41033
Moderate right turn.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/c0cb50847c3949a0b4baf2e200ac897c_606d5e292a0043c388c4d81b7f71d84b.jpg" ]
What actions taken by the ego vehicle can lead to a collision with <c2,CAM_FRONT_RIGHT,[906, 322]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point o...
28345
<c4,CAM_FRONT_LEFT,[152, 397]> is behind <c1,CAM_FRONT,[353, 346]>, <c2,CAM_BACK_RIGHT,[829, 759]> is to the back right of <c1,CAM_FRONT,[353, 346]>, <c3,CAM_FRONT_RIGHT,[781, 384]> is to the back right of <c1,CAM_FRONT,[353, 346]>, <c3,CAM_FRONT_RIGHT,[781, 384]> is in front of <c2,CAM_BACK_RIGHT,[829, 759]>, <c4,CAM_...
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/b519ec833e23450a8bd3340b67f2516b_0b7e715ec73e4e6992ac058a6847e05e.jpg" ]
What is the relative positioning of the important objects in the current scene? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding bo...
364349
Accelerating and going straight.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/f92422ed4b4e427194a4958ccf15709a_efbcc344f1fa468189cbb575f32bf44d.jpg" ]
What actions taken by the ego vehicle can lead to a collision with <c4,CAM_FRONT,[519, 288]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the ...
119783
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/fc61f52dcc1b4def95a278665d23af00_c5cf9e41ccda4d2783102e9497799caa.jpg" ]
Are there moving trucks to the front right of the ego car? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
225927
Neither is a traffic sign.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/a25d763258dc4526b52759b3ddaad7ec_5402901ebb5d49ffb52d63cb955ad5eb.jpg" ]
Are <c3,CAM_FRONT_LEFT,[217, 317]> and <c1,CAM_BACK,[518, 782]> traffic signs? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box...
227031
Low.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/19640fe4b6894f97b16e0faad51432b4_3150192bc9ed485e8c930d969c18ede2.jpg" ]
What is the probability of colliding with <c2,CAM_FRONT,[485, 287]> after the ego vehicle goes straight and keeps the same speed? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coo...
290711
Black sedan car.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/fe3aa64e4339456186c38c6308f5fb1a_b8c748e8505545148919b6c4a4874809.jpg" ]
What is the visual description of <c3,CAM_FRONT_RIGHT,[726, 372]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
127705
Yes.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/dc9ef63b61394d3d8effeb51919f2144_7d04e12148d84552b8dd7a7ba79d1b29.jpg" ]
Are there parked cars to the back right of the ego car? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
114941
Many cars are parked.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/26540bfbab79463cb1ba76b52ec6013b_10d02f9a8a1b4fb8ac5dfe6346cc1d2b.jpg" ]
What is the status of the cars that are to the back of the ego car? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
112748
None.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/a2e8f126913b4f72909e06d881dc5a8b_592ad0b0a6384f74ac9132f0907be822.jpg" ]
Except for the ego vehicle, what object would consider <c3,CAM_FRONT,[499, 272]> to be most relevant to its decision? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of ...
217827
<c1,CAM_BACK,[510, 772]>.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/788c5502523f4d01b3a8de47ec3dadfb_f16120e176124c46bb22d25e50491bae.jpg" ]
Except for the ego vehicle, what object would consider <c2,CAM_FRONT,[530, 256]> to be most relevant to its decision? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of ...
112426
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/a2e8f126913b4f72909e06d881dc5a8b_8efb06a0ddae43b4ba39d2a5128ded4f.jpg" ]
Is <c2,CAM_FRONT,[603, 305]> a traffic sign or a road barrier? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
39210
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/5aa5225d0ef440519a31c1dde075dab7_cc4fe0cb5e094d798902dc19ea800510.jpg" ]
Are there moving trailers to the back of the ego car? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
253501
Stationary.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/6ab3d1e9476d4cd89d4949d69d056901_090e5ebfdc304e3cb5634db7c172b17a.jpg" ]
What is the future state of <c3,CAM_FRONT,[523, 245]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.