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169155
Two trailers are parked.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/f69f7b4cefb7493bb1a8185f6f01d137_017bd0fd51554fdea04b1d0b8f5d4b84.jpg" ]
What is the status of the trailers that are 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.
19062
<c2,CAM_FRONT,[502, 287]> is in front of <c1,CAM_BACK,[480, 885]>, <c3,CAM_FRONT,[509, 349]> is in front of <c1,CAM_BACK,[480, 885]>, <c4,CAM_FRONT,[547, 285]> is in front of <c1,CAM_BACK,[480, 885]>, <c4,CAM_FRONT,[547, 285]> is on the front right of <c2,CAM_FRONT,[502, 287]>, <c3,CAM_FRONT,[509, 349]> is in the back ...
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/8fe2dd6f533646b39c8e81316597c52b_ca7bd3e7bf664a1aa2a4a06858285ed6.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...
56320
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/cab845a2e8864482993ac62811f879c1_abbab673b0c247f0a7fd11a59813c7b2.jpg" ]
Will <c3,CAM_BACK,[629, 813]> change its motion state based on <c4,CAM_BACK,[549, 813]>? 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...
153488
There are many pedestrians and one car to the front left of the ego car.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/724957e51f464a9aa64a16458443786d_57150ff17d2440bba3b90b9608834b95.jpg" ]
What are objects 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.
349539
Silver sedan.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/66e050dbde3447e5a4b07f0d896f5864_85b61d7264284a2790db6338364eda42.jpg" ]
What is the visual description of <c4,CAM_FRONT,[482, 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 bounding box.
78878
There is a black car to the front of the ego vehicle, a black sedan to the front of the ego vehicle, a white truck to the front right of the ego vehicle, a blue sedan to the back of the ego vehicle, and a red light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,[605, 311]>, <c2,CAM_FRONT,[5...
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/9c7062b34e064d6ab42124f3f0be233d_a7ae916ecf304a7ab7f227706e45cbc7.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 ...
102824
The action is to keep going at the same speed. The reason is there is no safety issue. The probability is high.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/cddd0d5be10b4313a859524952455f43_d2170a4a449542fc8a79c03aca5b288d.jpg" ]
What actions could the ego vehicle take based on <c1,CAM_FRONT,[388, 291]>? 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...
39634
Brake gently to a stop, slightly offset to the left, and slightly offset to the right.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/5aa5225d0ef440519a31c1dde075dab7_b7dca9f28e4d4d7190ae37ffb32bde20.jpg" ]
In this scenario, what are safe 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.
361643
D
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/55162149a9464d5bb0b0ebd914567e09_ea6db69a025f494a91889cd843e1905c.jpg" ]
Predict the behavior of the ego vehicle. Please select the correct answer from the following options: A. The ego vehicle is going straight. The ego vehicle is not moving. B. The ego vehicle is slightly steering to the right. The ego vehicle is driving slowly. C. The ego vehicle is slightly steering to the left. The ego...
314176
There are two trailers, one car, three barriers, one traffic cone, and one construction vehicle to the back right of the ego car.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/d1ece215e0a8442691cb5e380a6fb935_9ca6b6b0daa048c4a5322ff944f193dc.jpg" ]
What are objects 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.
154640
Low.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/748894952b00431186308b387c2f424c_672c08701df6465bb5259c60717309fb.jpg" ]
What is the probability of colliding with <c1,CAM_FRONT_RIGHT,[848, 360]> 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 vertic...
295561
Slight left turn.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/23663ff8f4614b8bb005d67e51a69283_081e261ad7ce4fd48022ada578f89b4c.jpg" ]
What actions taken by the ego vehicle can lead to a collision with <c2,CAM_FRONT_LEFT,[140, 257]>? 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...
168636
Low.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/ceca737af78440118b7b394a54723454_c179081c973449ebbac39a70c4d4c567.jpg" ]
What is the probability of colliding with <c2,CAM_BACK,[504, 803]> 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 coor...
210053
Low.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/31cb85777b814e0ab6ae6d146964b6ae_725d8635a75f43e19a82f918029c33a2.jpg" ]
What is the probability of colliding with <c1,CAM_BACK,[483, 817]> 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 coor...
213376
Keep going straight.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/36349e9caeff483e9d8d25e9743b9f5b_51dba119cf1647339affb5cef14727e2.jpg" ]
What is the future state of <c4,CAM_FRONT,[601, 312]>? 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.
167626
White straight arrow.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/90d616aaefc4429380388205ebb23398_f3c133e463624f328afeee503cd54425.jpg" ]
What is the visual description of <c3,CAM_FRONT,[496, 298]>? 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.
69746
Back up.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/8b93e49bac094cf0a1c3ea983912f89f_714575d2ef8e45e098203c62f931815b.jpg" ]
What actions taken by the ego vehicle can lead to a collision with <c3,CAM_BACK,[487, 835]>? 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...
81720
Low.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/2121cc12888e47ce856dc5391f202594_459fe82a1ee94f0789eea73bad1e37ee.jpg" ]
What is the probability of colliding with <c5,CAM_BACK,[575, 840]> after the ego vehicle steps on the brakes? 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 cent...
354761
The ego vehicle.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/221a67d95acf448ba863917ec4d32ed0_782deb7fcf834d57b152e45b2ab7793e.jpg" ]
In this scenario, what object is most likely to consider <c6,CAM_FRONT,[524, 171]>? 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 boundin...
229207
Back up.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/bc4fd5a05a004333b9411754630f4cba_5402bafc4eec444caa4a4ef1a9d62c48.jpg" ]
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,[616, 770]>? 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...
124572
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/02e484442a2f411b971edcf96ebbe885_33292db2389948818ea680a50bea062c.jpg" ]
Are there standing pedestrians 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.
47148
Yes.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/7463b2d752f0464f803b07a945ee7c5a_adf6eda950da49b290b0e94a8aa552a9.jpg" ]
Are there traffic cones 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.
302433
Three of the cars are parked, and one is moving.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/1c89941a6935484182ca19eddcd3bc77_3c1e4176776a4eed8214c9e305432ead.jpg" ]
What is the status of the cars 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.
109076
Low.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/88084e0150d64dd1949a9cf1493e5188_21f8cf4d00d94c9ab335a9f615c1c9f5.jpg" ]
What is the probability of colliding with <c2,CAM_FRONT,[505, 278]> after the ego vehicle decelerates and goes straight? 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 ...
101943
There is one pedestrian, one bus, one motorcycle, and three cars to the front right of the ego car.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/03a8a37d5d444674bae34336e78ac39d_945f6ab50c8949ef931a465baa45cbd7.jpg" ]
What are objects 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.
220675
Black sedan.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/6d8cb5391245464c9de1c412819df210_40a75e2e0dc24387bfdb5bffc306eb70.jpg" ]
What is the visual description of <c2,CAM_FRONT,[598, 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.
165447
The action is to keep going at the same speed. The reason is that there is no safety issue. The probability of this action is high.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/f12b4e7fb95646ec9dac305076024bb9_367e97b2b5a6497c84cd4acf0b9ca0f9.jpg" ]
What actions could the ego vehicle take based on <c1,CAM_FRONT_LEFT,[140, 281]>? 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...
371340
Yes.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/28d385e6db0e495da3a606b58e2432f0_71fb3b9be6f6433aac6cc7c42b98d328.jpg" ]
Are there traffic cones 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.
374621
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/deab903b0b644d7a984c552968026631_3a61d7b136c24404a785e227e50f0385.jpg" ]
Will <c6,CAM_FRONT,[539, 283]> be in the moving direction of <c2,CAM_FRONT,[551, 278]>? 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 bou...
304436
Yes.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/c6da5920d2bc459bb3bc51ee6b9fdd7e_e9836e5665b84bd594695c90dd0eff46.jpg" ]
Are there parked cars 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.
272664
Keep going straight.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/7061c4fa99a44d02af4a3e2689be4457_95ca0c0b04dc472d84ec1730471e4b58.jpg" ]
What is the future state of <c2,CAM_FRONT,[543, 262]>? 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.
191414
White truck.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/875e9b8b63b54263ba1edeb21faadea8_65a91d2b0c92419e9eb905a404dfb36e.jpg" ]
What is the visual description of <c1,CAM_FRONT,[588, 247]>? 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.
14725
Back up, accelerate, and go ahead.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/453453c849304ad69741891946d46453_7ccdc262f5504408884970e1bbc87ea2.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.
184479
The priority of the objects that the ego vehicle should consider (in descending order) is <c4,CAM_FRONT_LEFT,[169, 267]>, <c2,CAM_FRONT,[428, 276]>, <c1,CAM_FRONT,[604, 260]>, <c6,CAM_FRONT,[557, 219]>, <c5,CAM_FRONT_RIGHT,[727, 248]>, <c3,CAM_BACK,[447, 873]>.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/5726dbbea8044103be584a85e2f3ee64_fd1f9c77e79f4dd4b8cf1e92d8bc92cf.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...
287546
<c3,CAM_BACK,[513, 743]>.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/d987908d74794138b07d1237887bb441_a40e0763f0c14d91ad52a858a2d1e18a.jpg" ]
Except for the ego vehicle, what object would consider <c1,CAM_BACK_RIGHT,[810, 761]> 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 coordinate...
224492
The ego vehicle.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/cb0cd06a1dd84271968466d7b65e48f8_575b55e43b014b17850144a75d9b0424.jpg" ]
What object would consider <c2,CAM_FRONT_LEFT,[162, 233]> 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...
282103
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/78f63999591a49a195b872ddc368a146_6aa8a9e7d46f42608fc2063b329a6eec.jpg" ]
Will <c3,CAM_FRONT_RIGHT,[874, 306]> change its motion state based on <c4,CAM_FRONT,[562, 281]>? 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...
234188
There are three cars and three traffic cones to the front left of the ego car.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/d90b94e8bfd446cd9407f48665122268_786371ca58704994aa3c3e6ca593ee92.jpg" ]
What are objects 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.
189609
Keep going straight.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/210add02013a4dfa84b7c5e23058781f_5843d0cb4efc46ed97ac72ec7dfde5d2.jpg" ]
What is the future state of <c3,CAM_FRONT,[475, 277]>? 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.
83414
Yes.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/f123185f3bb64faebc08d4453aec2659_90d59b6a448d49e2ba67325794670155.jpg" ]
Is <c2,CAM_BACK,[413, 698]> 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...
158499
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/7e2d9f38f8eb409ea57b3864bb4ed098_3a6e8069ea854509b43834eb0a03f6ba.jpg" ]
Is <c3,CAM_FRONT_RIGHT,[763, 366]> 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...
152884
One of the pedestrians is moving, and one is standing.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/724957e51f464a9aa64a16458443786d_135cf11730c241dc8d9d9243352feec7.jpg" ]
What is the status of the pedestrians 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 b...
260646
D
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/0053e9c440a94c1b84bd9c4223efc4b0_da4feceed7664d0b9ee6d952164c2cba.jpg" ]
Predict the behavior of the ego vehicle. Please select the correct answer from the following options: A. The ego vehicle is slightly steering to the right. The ego vehicle is driving fast. B. The ego vehicle is going straight. The ego vehicle is not moving. C. The ego vehicle is steering to the left. The ego vehicle is...
26766
There is one pedestrian and one car behind the ego car.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/bfe368f8c6a44efcb323a82f6974a9a6_8937b75340024a919b5f9b4c86608bdd.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.
12341
Yes.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/23e33c8bba1f411ba5871dc074f8dbf8_1f844bdb3a644caeaf29d4f2d3a48576.jpg" ]
Is <c1,CAM_FRONT,[511, 324]> 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 ...
358672
Accelerate and go straight.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/30e77a3561ce4f1bb4fd90e322ea29d7_56e47a0e044d4dd1857f569ff4561ffd.jpg" ]
What actions taken by the ego vehicle can lead to a collision with <c3,CAM_FRONT,[482, 277]>? 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 ...
179800
Black car.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/5e30d846d2344ec2addfb664799d1899_a8c94ec2582a4619812092cc14848b69.jpg" ]
What is the visual description of <c1,CAM_BACK,[514, 775]>? 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.
68527
The priority of the objects that the ego vehicle should consider (in descending order) is <c2,CAM_FRONT_RIGHT,[876, 361]>, <c5,CAM_FRONT,[425, 260]>, <c4,CAM_FRONT,[482, 276]>, <c6,CAM_FRONT,[492, 234]>, <c3,CAM_BACK,[411, 811]>, <c1,CAM_BACK,[498, 798]>.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/078e6d7a3d4a429bba404bf12c7a98f2_7b4ac539f491478fba47e53ebaec3c0f.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...
73991
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/7ed1b613f0ee47ceaf6d19ca3947f825_3fad9ea6895244ceaf1b0306e02eadda.jpg" ]
Would <c5,CAM_FRONT,[644, 311]> 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...
175054
Back up.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/3ace9decdd1f4ea0915b9862c95ca128_dc8f0646f77f4dbead65f5ccfacafa19.jpg" ]
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,[477, 859]>? 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...
251570
Yes.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/8b60e7e47cde43e0a7fbd66d926de14f_04b08aa7a863458aa2eeccc86d5e3569.jpg" ]
Will <c2,CAM_BACK,[560, 832]> be in the moving direction of <c1,CAM_FRONT,[501, 265]>? 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...
91878
None.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/ea4c42715ae24b0b952c57a9af1e7731_9d1f25685d1744048c8108fd2b337ced.jpg" ]
Except for the ego vehicle, what object would consider <c4,CAM_FRONT,[537, 266]> 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 ...
62713
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/4b48dfc43a3f411b88a71031d77e5696_61c876a0e9ab4474a19fbabef1b19762.jpg" ]
Is <c2,CAM_FRONT,[460, 267]> 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.
12480
Many pedestrians are moving.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/23e33c8bba1f411ba5871dc074f8dbf8_d283a1525023420da4d0df449f8bb851.jpg" ]
What is the status of the pedestrians that are 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 ...
297819
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/0e37d4a357db4246a908cfd97d17efc6_4361a9f6061a4ef7b974939f6440b6f7.jpg" ]
Are there barriers 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.
353895
The pedestrian to the back of the ego car is standing.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/b0b26c1e5a1140e69598422f12ae1dc0_2be2d60f75414d76b022da0b4003a634.jpg" ]
What is the status of the pedestrian that is 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.
133296
C
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/9ac6dff089a84a6d8f066122443a10db_aa3a505d0e8845cf88a0036017ec7e0c.jpg" ]
What is the moving status of object <c2,CAM_BACK_RIGHT,[694, 871]>? Please select the correct answer from the following options: A. Backward. B. Bending over. C. Going ahead. D. Reverse parking. Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center poin...
308845
None, no, none.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/881da81bb35a4bdb925e0a2884ee7f0f_4d6a881004e9462bbac3723fb95ac32e.jpg" ]
Which object is most likely to be occluded by <c4,CAM_FRONT,[468, 283]>? 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...
226004
Black small car.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/a25d763258dc4526b52759b3ddaad7ec_d8fdd0d698e24a6bbac253e6739a5eb8.jpg" ]
What is the visual description of <c2,CAM_FRONT_LEFT,[233, 402]>? 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.
47259
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/7463b2d752f0464f803b07a945ee7c5a_01f03f239d7447c68ac716df2f00eda6.jpg" ]
Will <c2,CAM_FRONT,[398, 276]> change its motion state based on <c1,CAM_BACK,[508, 794]>? 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...
375130
<c2,CAM_FRONT,[546, 279]> is in front of <c1,CAM_FRONT_LEFT,[197, 382]>, <c3,CAM_BACK_LEFT,[138, 856]> is behind <c1,CAM_FRONT_LEFT,[197, 382]>, <c4,CAM_BACK,[631, 831]> is behind <c1,CAM_FRONT_LEFT,[197, 382]>, <c3,CAM_BACK_LEFT,[138, 856]> is behind <c2,CAM_FRONT,[546, 279]>, <c4,CAM_BACK,[631, 831]> is behind <c2,CA...
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/4098aaf3c7074e7d87285e2fc95369e0_83472f9810a842ec9e0ade97077f7eea.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...
244973
There is one car in front of the ego car to the right.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/aa45d94630be481787f20121ce89a605_7e8a62fbe91d4c568988eb4a973e19dd.jpg" ]
What are objects 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.
75421
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/4deb245e67374cd88e64d6557b652841_b0cf75edd3f74328833b7bbc7b8f9c79.jpg" ]
Would <c3,CAM_FRONT_LEFT,[302, 250]> 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 boundin...
205205
There are two cars to the front right of the ego car.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/4772f5283211444eaabd463cd341d360_acb2820ed7264fe793bbd800a66051b9.jpg" ]
What are objects 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.
321431
Red light.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/28db6ee9a8d34e9e88e741817b6733c1_09c9c4b894a9460a836118ea0554b867.jpg" ]
What is the traffic signal that the ego vehicle should pay attention to? 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.
91909
D
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/ea4c42715ae24b0b952c57a9af1e7731_9d1f25685d1744048c8108fd2b337ced.jpg" ]
Predict the behavior of the ego vehicle. Please select the correct answer from the following options: A. The ego vehicle is slightly steering to the left. The ego vehicle is driving slowly. B. The ego vehicle is steering to the left. The ego vehicle is driving slowly. C. The ego vehicle is going straight. The ego vehic...
228024
Low.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/1b5ef5ecb2084b89aa0314d65f25d9e1_38254eef49a245c4871d1ff9c1df7f2c.jpg" ]
What is the probability of colliding with <c4,CAM_BACK,[472, 784]> after the ego vehicle decelerates and goes straight? 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 o...
284140
<c1,CAM_BACK,[513, 780]> is on the ego lane.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/93bdbe60d6d0495cbb39d6c811554905_68ca326901154b8797882a0f87634636.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.
321982
There are three pedestrians and one car to the back left of the ego car.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/2755560e05784e5cbc76619793d36e86_3a5aa7fc94bb456cb463f5a4e453b5aa.jpg" ]
What are objects 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.
228178
One truck is parked.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/b526c20f7eed49f0886cdb4ba6b733e8_346b30b0f6c346ef84108cbce3abba2a.jpg" ]
What is the status of the truck that is 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.
222946
White van.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/8c84164e752a4ab69d039a07c898f7af_236b38ef8e1241feb9f3352c91f679d3.jpg" ]
What is the visual description of <c3,CAM_FRONT_RIGHT,[717, 376]>? 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.
89698
<c2,CAM_FRONT_LEFT,[126, 379]> is in the left lane, and <c3,CAM_BACK,[540, 881]> is in the ego lane.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/3d42cd90a8184d9ebd3bb85b6416314d_c0ad5cfb288744c185b82bedc00de9e4.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.
214407
Many cars are parked.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/ef5f216134a94e308697ab4c75402a20_60e41761f6af4acc959cda7d534b955b.jpg" ]
What is the status of the cars 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.
67675
<c2,CAM_BACK,[514, 795]> is at the back of <c1,CAM_FRONT,[509, 347]>.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/28e4134bcd664522907277f1ceec2893_97945cee24064af498ac687c0d11af10.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...
279635
Yes.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/ee909cb746e44174be804f26bc971efe_10c4433ceaf24dc59c9ed467a4c5ca6b.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.
164502
There are two trailers, one truck, and two cars to the back left of the ego car.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/7809330e0345423ab6212787edf3561b_93819a56c4f745d9a81e5d45c29ac387.jpg" ]
What are objects 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.
19891
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/81227a12571240e0b9d537165f57e177_4410086c2fb440ed996925235dd2d962.jpg" ]
Will <c4,CAM_FRONT,[462, 284]> change its motion state based on <c1,CAM_BACK_LEFT,[121, 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...
178135
Keep going at the same speed, decelerate gradually without braking.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/d865cb18632040fdb4cb06b6e3331cdb_5af10a5cd86049b896c66509a0734849.jpg" ]
In this scenario, what are safe 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.
276998
Green light.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/643ee37539844cb2b0453fd031a3afdd_d367a73811334306be5c939610bee17b.jpg" ]
What is the traffic signal that the ego vehicle should pay attention to? 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.
156443
The action is to turn left; the reason is there is no safety issue.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/e5a3df5fe95149b5b974af1d14277ea7_474e5ee23026418abff2e0d590c1da13.jpg" ]
Based on the observations of <c5,CAM_FRONT,[576, 277]>, what are possible actions to be taken by <c3,CAM_FRONT,[401, 282]>? 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...
249132
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/4b5bf3f4668d44fea9a676e9c4a8a79e_bbc65cb590c94137836c45043ab004f0.jpg" ]
Would <c3,CAM_BACK,[503, 867]> 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.
46442
The action is to continue at the same speed. The reason for this action is that there is no safety issue. The probability of this action is high.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/74d03e3b673f4a72a3f76e1b0c7840bd_5b0fbfac8e734c5391d73b1651653973.jpg" ]
What actions could the ego vehicle take based on <c3,CAM_FRONT_RIGHT,[804, 394]>? 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 co...
304515
Slight right turn.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/c6da5920d2bc459bb3bc51ee6b9fdd7e_e9836e5665b84bd594695c90dd0eff46.jpg" ]
What actions taken by the ego vehicle can lead to a collision with <c4,CAM_FRONT,[636, 295]>? 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 ...
250682
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/a2e3c0a763c04e56a5e26611eb69395b_95e001e4a26d4387a13c09627d504ac0.jpg" ]
Will <c2,CAM_FRONT,[417, 279]> change its motion state based on <c4,CAM_FRONT,[486, 277]>? 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 ...
370829
There are many cars and one truck in front of the ego car.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/bc8f2774ff4946d3965a807a6aa1b64f_07d09f687a7c494fa8237c511fea0fe8.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.
133660
Two trucks are parked.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/521f01dfc8c9402e8309e047e2eea112_cbc74a51837348e294060a0f62528bae.jpg" ]
What is the status of the trucks that are 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.
330562
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/a5d7cc4bf3404cccb89932d94ccb9da6_db28b78ad54d4ec1a5959e285a0a726c.jpg" ]
What actions could the ego vehicle take based on <c1,CAM_BACK,[623, 769]>? 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...
211975
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/fb20ca9935c4439e8125ba830abcf9dc_9870bde1bedd43f7a571cb1d8fc752ae.jpg" ]
Would <c2,CAM_BACK,[558, 802]> 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.
7599
Yes.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/6207269cb9474c14b01f9610b2ee30aa_df7bdb18c22f4f519cbf9eacffa3f294.jpg" ]
Is <c5,CAM_FRONT,[404, 318]> 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 ...
339399
Low.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/2f0e54af35964a3fb347359836bec035_cbc5df424ab74edb9ecef9533816e26e.jpg" ]
What is the probability of colliding with <c1,CAM_BACK,[609, 831]> 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 coor...
11759
There are many traffic cones to the back right of the ego car.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/0c13be31e9854d97960d1af570db433f_186ec6735ca942e3b660c56ec9d1861b.jpg" ]
What are objects 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.
269650
No, there are no traffic elements in the front view.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/e3d714da71d2477695a055716ede7130_1e526fa7365e47c5abc5e8663b556fd7.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.
353078
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/928ee3a8c5a84497a6360fe70a4e921e_3fabfb84c45543d8a5c0969d2288ec1e.jpg" ]
Are there moving buses 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.
11834
The action is to keep going at the same speed. The reason is that there is no safety issue. The probability of this action is high.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/0c13be31e9854d97960d1af570db433f_186ec6735ca942e3b660c56ec9d1861b.jpg" ]
What actions could the ego vehicle take based on <c3,CAM_BACK,[468, 866]>? 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...
18326
Yes.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/25496f19ffd14bd088cb430bfc01a4d7_a9d4af56bbfc41c78f10b252380c107c.jpg" ]
Are there parked construction vehicles 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.
128338
The action is to keep going at the same speed. The reason is to avoid a collision, which is high.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/1466f33b56704942a368fa03d10708dd_95c2385aee134b9487d7659f12f94600.jpg" ]
What actions could the ego vehicle take based on <c4,CAM_FRONT,[486, 281]>? 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...
139999
The action is to remain stationary. The reason for taking this action is to follow the traffic rules. The probability of taking this action is high.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/f0294478e1994642bac453f1e84610df_f178e8923f9e43028d53522fa0f94de2.jpg" ]
What actions could the ego vehicle take based on <c2,CAM_BACK,[588, 779]>? 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...
322672
The ego vehicle.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/c59fe8015e3743329ec907bc29c93124_601a50651b2e4334b71ac4336421e44b.jpg" ]
What object would consider <c3,CAM_FRONT,[391, 261]> 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 b...
321967
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/2755560e05784e5cbc76619793d36e86_2da79706086a45f7932f78290a1ef494.jpg" ]
Is <c3,CAM_FRONT,[495, 276]> 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 ...
115336
Moving.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/26540bfbab79463cb1ba76b52ec6013b_bb00d8c77c50438084d472e02c85abbe.jpg" ]
What is the observed status of object <c4,CAM_BACK,[426, 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.