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220497
Two trailers are parked.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/4f18d9a7ed374a0fb93c026589dcf9a0_766c11df8b214b7d8fa114bc564ea97a.jpg" ]
What is the status of the trailers 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.
131760
There are many cars, three trucks, and two traffic cones behind the ego car.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/e54f4a36a8b94aebbe4189186dee8f05_d12d8964e8d440f0b0fc54a7c2c3014b.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.
367674
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/43017e1e57174925ae241b2ebff7991b_8fc8d97d3bd54c87bf5f92d5f8bcd226.jpg" ]
Is <c3,CAM_FRONT_LEFT,[205, 294]> 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.
360233
The action is to keep going at the same speed; the reason is there is no safety issue.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/04e5f089805540a5a9e73c1b7c54ee8c_4e3596e697f049e4aa82953916f48ae0.jpg" ]
Based on the observations of <c3,CAM_FRONT_RIGHT,[674, 357]>, what are possible actions to be taken by <c1,CAM_FRONT,[538, 293]>? 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 and vertical coordinates of the center point of the 2D bounding box.
300224
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/a4fe925930de41489b12b85b77d2f0cb_a465900f1c8f4745a6a90e01c53665c8.jpg" ]
Is <c3,CAM_FRONT,[618, 315]> 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.
376139
B
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/7e3a6bdd6c6f4c8fb018cff404974446_2c5ddecd3e2048598d9e8259e9765874.jpg" ]
What is the moving status of object <c3,CAM_FRONT,[350, 306]>? Please select the correct answer from the following options: A. Bending over. B. Turn right. C. Turn left. 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 point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
175877
There is a white van to the front of the ego vehicle, a blue trash bin to the front of the ego vehicle, a gray roadblock to the front of the ego vehicle, and a blue and green trash cans to the back right of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,[515, 283]>, <c2,CAM_FRONT,[564, 299]>, <c3,CAM_FRONT,[351, 329]>, and <c4,CAM_BACK_RIGHT,[967, 870]>.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/3be5ff913abf449bac92ce2d2a4cffa0_a12a3df0aa3d419a942c3703bf760186.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 coordinates of the center point of the 2D bounding box.
299553
No such action will lead to a collision.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/8d8728879b89405eba3f8ce1af138cb2_3836171e2005472dbc43788ccc8d69a7.jpg" ]
What actions taken by the ego vehicle can lead to a collision with <c3,CAM_FRONT,[612, 282]>? 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.
273266
One of the cars is parked and two are moving.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/7061c4fa99a44d02af4a3e2689be4457_69daf180f46040a7aacb5b495be16f7a.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.
274704
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/d8a5dd6087de4e808c61c27f91e8216e_ced9870ac30a4ef9b7faf84bbb72ddd6.jpg" ]
What actions could the ego vehicle take based on <c3,CAM_BACK_RIGHT,[750, 865]>? 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 coordinates of the center point of the 2D bounding box.
81604
Low.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/2121cc12888e47ce856dc5391f202594_f14f9107854149c99f024a4863831970.jpg" ]
What is the probability of colliding with <c6,CAM_BACK_LEFT,[171, 751]> 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 center point of the 2D bounding box.
316089
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/2131d9fd2c48418081875019e35cf6a2_3b90f46f2a2a4cf0ba0b243ee444f9ee.jpg" ]
Is <c1,CAM_FRONT,[470, 275]> 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.
210873
One of the pedestrians is standing, and one is moving.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/70368a18644046f898ab836fc8a3c03f_32b75adabfb341c787960cb0216f6cb5.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 box.
154227
A
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/ab8bf18dfce14db4b8213b88f5dc1429_e2143daf5b154add8ded09798da8d34e.jpg" ]
What is the moving status of object <c2,CAM_BACK,[493, 760]>? Please select the correct answer from the following options: A. Going ahead. B. Turn right. C. Backward. D. Bending over. 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.
104723
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/3289046b886f4c98a676bd7e6a3c6ef1_3c2c28b481b3450abae56fb0d0c90926.jpg" ]
Will <c3,CAM_BACK,[547, 765]> be in the moving direction of <c4,CAM_FRONT,[499, 267]>? 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.
205435
<c2,CAM_FRONT_RIGHT,[861, 417]> is in front of <c1,CAM_BACK,[535, 792]>.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/c24317a5c0cb4f5c9fd31740eb1152f2_ef6b50af7346427a9e32a9d96d5d56f5.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 box.
14952
Yes.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/453453c849304ad69741891946d46453_259dcbab67434c339ea4bca3674fc965.jpg" ]
Are there barriers 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.
35089
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/c6072dd4f7cc47efaad77889aa465ad6_2da821f7329a4cac8c8cffb8c4e73573.jpg" ]
Is <c3,CAM_FRONT_LEFT,[118, 272]> 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.
310276
Low.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/1847e3fc11ab466d95f82e6c7031f33d_f44d4dec5111426e8c69a0da865abbaa.jpg" ]
What is the probability of colliding with <c3,CAM_FRONT,[549, 285]> 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 coordinates of the center point of the 2D bounding box.
214920
Stationary.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/e12dee10fe2545e4ab88459ed4268bc6_1d0a8f5347c7447cb5e4d3f1ecf6469f.jpg" ]
What is the observed status of object <c2,CAM_BACK,[574, 769]>? 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.
315171
The ego vehicle.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/b886756c3fd641eeba9dda3932e196c0_164e524f52dd444d9ad0ac42d4d21025.jpg" ]
In this scenario, what object is most likely to consider <c3,CAM_FRONT,[417, 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 of the 2D bounding box.
23074
There are two moving cars behind the ego car, one moving truck in front of the ego car, one moving trailer in front of the ego car, one motorcycle with a rider behind the ego car, and two moving pedestrians behind the ego car.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/35c3bc100e4b4e5089820986d3f50fa3_aed61fdedb5f4fabbdf41a62b51fcac7.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.
242084
The car in front is moving.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/68fc5e3698a544d1bdf5847b88ad77d4_58512aa40cd44f34beacb793c315599b.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.
224364
Black sedan.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/d7823d64ca1a47c5842beb6d7197042d_129a22e5822b4cf5be435f1fc088cd11.jpg" ]
What is the visual description of <c2,CAM_FRONT,[493, 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 bounding box.
299235
Stationary.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/0287702725184161af95373198546a59_675a8c5e014e4fda9b48acefe1effae3.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.
135199
None, no, none.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/bef135921f374f838bf0badae55cac83_709e1b1bdca24ec6953ff30c04f28412.jpg" ]
Which object is most likely to be occluded by <c4,CAM_FRONT,[450, 250]>? 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, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
142835
Accelerating and going straight.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/e209e66ff7834490b212c16cb12a1ce9_ae26303a5e504a858c41c069876844ca.jpg" ]
What actions taken by the ego vehicle can lead to a collision with <c2,CAM_FRONT,[508, 305]>? 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.
103343
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/491322eec05043c9907c59aa35b046ea_801774e9b5434a13b22fc1db3eb3e8eb.jpg" ]
Would <c3,CAM_FRONT_LEFT,[274, 325]> 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.
124985
B
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/02e484442a2f411b971edcf96ebbe885_6c2b6d6b9c6c42179ce63671ea135f34.jpg" ]
What is the moving status of object <c1,CAM_FRONT,[530, 279]>? Please select the correct answer from the following options: A. Bending over. B. Going ahead. C. Back up. D. Stopped. 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.
9968
B
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/c77e6ecf108c4c8b80d35d84642c805f_5c9ff03a8f1c4f7c9c0b46872f01eb66.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 slowly. B. The ego vehicle is going straight. The ego vehicle is driving slowly. C. The ego vehicle is going straight. The ego vehicle is driving with normal speed. D. The ego vehicle is slightly steering to the left. The ego vehicle is driving with normal 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 coordinates of the center point of the 2D bounding box.
103131
Turn right.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/89f20737ec344aa48b543a9e005a38ca_3b33465711eb4ee3a0afce469738dacc.jpg" ]
Based on <c3,CAM_FRONT,[580, 261]> in this scene, what is the most possible 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.
20963
Yes.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/eac3102e4cc24d4b95532bcc711a902f_8d0763a5e11745c5ac84469982ea6e11.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.
11225
Yes, there are some traffic elements in the front view.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/0c13be31e9854d97960d1af570db433f_6918560124ca486a978326bd1be0f24a.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.
329627
The action is to remain stationary, the reason is there is no safety issue.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/6e81ee0f64274490a403bbd6482c2bf9_fa705f3462f4473b82ad8c86f1bdf90a.jpg" ]
Based on the observations of <c1,CAM_FRONT,[518, 246]>, what are possible actions to be taken by <c2,CAM_BACK,[490, 796]>? 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 and vertical coordinates of the center point of the 2D bounding box.
107456
Moving.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/85a9c262809d4ac49d2a9b1f8a1487e8_fa3f3d82b2b94da39f67bffc4e16d5db.jpg" ]
What is the observed status of object <c1,CAM_BACK,[470, 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 2D bounding box.
277361
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/643ee37539844cb2b0453fd031a3afdd_12a0559497ae4592b3e061a591f7c35e.jpg" ]
Would <c3,CAM_BACK,[519, 793]> 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.
3846
Yes.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/df8dfada99a04a81bd1b102eeb84e9bc_0545b9cffcb441769be5f769fad6986d.jpg" ]
Are there barriers 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.
204016
One car is moving.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/82aef599650d462db73731b7ff40918b_02b64c010ed84f8b87c4546571e4796d.jpg" ]
What is the status of the car that is 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.
132706
None.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/599c50b42e294116bd702c9e5cc830a3_c12880d7bea74ac9b1e783823ff76e7e.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.
322803
Yes.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/c59fe8015e3743329ec907bc29c93124_30dd33575d4f4b059f88a6fcdcce9b3a.jpg" ]
Are there barriers 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.
374203
One truck is parked.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/deab903b0b644d7a984c552968026631_370fd694e3114fff9d22c1d0d391305e.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.
101496
The action is to remain stationary. The reason for this action is to follow the traffic rules. The probability of this action is high.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/82aa6c89bbf744a6a5a12cc171d8376e_379da2cf3d6a4956b174ca95148bddd9.jpg" ]
What actions could the ego vehicle take based on <c4,CAM_FRONT_RIGHT,[765, 304]>? 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 coordinates of the center point of the 2D bounding box.
241331
Many cars are parked, and one is moving.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/dbfd4af0e0d744858e796ec69826e673_8e2f6ddf0c38405698951bbf770ffd0a.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.
187675
The scene information is very rich, and the road conditions are complex. It is worth paying extra attention.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/7ca5e90766dc4b7bb6a9b3b0d95c99da_8050d516653a4828b57ba73f5ebdfba7.jpg" ]
What's your comment on this 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.
318860
No action taken by the ego vehicle will lead to a collision with <c5,CAM_FRONT,[546, 272]>.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/54ec146682e24683becfeab4124e8402_ad510fcb567f4993a3067ba388f34bf9.jpg" ]
What actions taken by the ego vehicle can lead to a collision with <c5,CAM_FRONT,[546, 272]>? 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.
243118
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/da783af4b5124333911684dbaf31d969_cbc5c19dc8af4f07ae00c5232f3dd2d1.jpg" ]
Will <c2,CAM_FRONT_RIGHT,[689, 303]> change its motion state based on <c1,CAM_FRONT_RIGHT,[854, 401]>? 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.
18328
Yes.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/25496f19ffd14bd088cb430bfc01a4d7_a9d4af56bbfc41c78f10b252380c107c.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.
251929
Keep going at the same speed, slightly offset to the left, and slightly offset to the right.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/8b60e7e47cde43e0a7fbd66d926de14f_6eda97bae18d4fe6ae7e0c205bbcaa1d.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.
206823
No such action will lead to a collision.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/1ecfbad2023f4b17b542801a21375e3f_c42694ba55d54e9a84987114cb731765.jpg" ]
What actions taken by the ego vehicle can lead to a collision with <c2,CAM_BACK,[354, 763]>? 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.
149428
Accelerate and go ahead, brake suddenly.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/9771da5dd7bb4657be34365619e39dab_d796fe3fee2a41dca994637677c024ad.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.
55269
There is one car moving behind the ego car.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/cb3ef7b7ef124983b336c781f134cdfb_7c36879f3ba04809976c39fd03a8a01c.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.
189437
Yes.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/210add02013a4dfa84b7c5e23058781f_91ec0da211a64abf96ff172b878b40f2.jpg" ]
Is <c2,CAM_FRONT_RIGHT,[761, 303]> 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 the 2D bounding box.
327421
Neither is a traffic sign.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/60111bb5388f4195b98555d4d4b89618_23b465d99f85404e8db29c161c277da4.jpg" ]
Are <c1,CAM_FRONT_LEFT,[144, 355]> and <c3,CAM_FRONT,[456, 250]> 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.
234375
Yes.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/d825d5544592463e8c138473502dfeea_758e8a9e0fd04601b1f86f4dbf357a77.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.
280138
There is one truck, one motorcycle, and one car to the back right of the ego car.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/75a4ec12042542149b0a77a0a10d6330_7193cc6bcc5b4196abebcb32500ffe62.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.
55600
Many pedestrians are standing, and one is moving.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/cb3ef7b7ef124983b336c781f134cdfb_1fe1d4ffcb2446fb9e6a626143faaa2f.jpg" ]
What is the status of the pedestrians that are 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.
90633
Yes.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/2f9da038274a4448bdbb83f994fc6381_7293d24b9b77449cbcda419786e4fb8a.jpg" ]
Are there barriers 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.
149321
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/9771da5dd7bb4657be34365619e39dab_d796fe3fee2a41dca994637677c024ad.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.
157066
None.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/295c6c85275e4376bc8446b4a76504cd_0fe39a58cf804488b416028d6f4d7778.jpg" ]
What object would consider <c3,CAM_FRONT,[494, 246]> 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 bounding box.
223732
Yes.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/f444b757d7e2444c889da10f02b73491_982d107c70d84c5294032002bf9d19f4.jpg" ]
Are there standing 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.
249640
Decelerate gradually without braking and maintain the current speed.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/45275e709d4a4b0592d57850d8e8bd8d_539e46e59fb943b0a1df493004907c1f.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.
184237
The action is to keep going at the same speed, and the reason is that there is no safety issue.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/947308824ada42fdbcff7009e815287f_7db5749e5b844bbcbfbbd26409847d15.jpg" ]
Based on the observations of <c1,CAM_BACK,[510, 795]>, what are possible actions to be taken by <c3,CAM_FRONT,[469, 269]>? 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 and vertical coordinates of the center point of the 2D bounding box.
290619
Keep going straight.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/fe3aa64e4339456186c38c6308f5fb1a_2805309d6f0e47ca97d10a296a20353b.jpg" ]
What is the future state of <c2,CAM_BACK,[510, 778]>? 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.
30894
There are three cars to the back right of the ego car.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/1c76efe7d0b048bc815c0445eeaa76ab_5292f0009e4644acb946f0a9eaae4e37.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.
226292
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/6746ba640c0e45c7961efbe6af51757e_c175e58059014b39b70788a495fe9c67.jpg" ]
Are there moving trucks 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.
192731
The action is to keep going at the same speed. The reason is that there is no safety issue. The probability of taking this action is high.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/e3094e1174654d119b55cce4df145e02_fb35caa6f9944d1c8a1a42224ef98798.jpg" ]
What actions could the ego vehicle take based on <c2,CAM_BACK,[447, 744]>? 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 coordinates of the center point of the 2D bounding box.
132909
None.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/9ac6dff089a84a6d8f066122443a10db_bb8f5f3e517c423c894b2065981be50a.jpg" ]
Except for the ego vehicle, what object would consider <c2,CAM_FRONT,[440, 284]> 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 bounding box.
5818
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/fe4fdd7a28754baeac7074ad78f55a52_115468e3e0964c17af494b41bda6d0f4.jpg" ]
Will <c3,CAM_FRONT,[560, 157]> change its motion state based on <c2,CAM_BACK_LEFT,[173, 786]>? 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.
29359
One pedestrian is moving.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/bd22f197e9f648cba8e307869479629b_8c0dfc11315c499696aab5fceab91e0b.jpg" ]
What is the status of the pedestrian that is 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.
87149
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/b68cfa7e0bd64bd395fd922d750cfdd2_5ab6bee75e2d472e8eff77b466fcbb3c.jpg" ]
Would <c2,CAM_FRONT,[366, 293]> 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.
162218
None, no, none.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/a6ebe93557f24cf9bcf613dbff0aab24_aa5e52fe7a37421792e3f7b2b5104b11.jpg" ]
Which object is most likely to be occluded by <c3,CAM_FRONT,[595, 275]>? 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, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
316720
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/2131d9fd2c48418081875019e35cf6a2_5e06afe0d55345778ab4295a4adc30d3.jpg" ]
Are there moving buses 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.
189113
Stationary.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/c5b36e5275cc4a2285d095e87347c49a_0f5193931e094db199bb004ca4fbc63b.jpg" ]
What is the future state of <c1,CAM_BACK,[606, 771]>? 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.
311909
Moderate right turn.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/b57e1a48e584451f8f966ab083c8d07d_e11197eea9584485b2e1c85bcb952b5f.jpg" ]
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,[471, 287]>? 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.
131809
Stationary.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/e54f4a36a8b94aebbe4189186dee8f05_d12d8964e8d440f0b0fc54a7c2c3014b.jpg" ]
What is the future state of <c4,CAM_FRONT,[550, 267]>? 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.
270259
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/9eaabad9385b4fe1b9f397edead326ac_47f47fbab98a46639ee3a0366d8b8fef.jpg" ]
Would <c2,CAM_FRONT,[390, 325]> 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.
138950
White sedan.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/85d5e2548a5e454fa65a739ac0ac55c2_f780b05ff58d4e63bbe3dd334db3875a.jpg" ]
What is the visual description of <c3,CAM_FRONT,[580, 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 2D bounding box.
99849
Yes.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/2bfb95d8ba3a4c11869f4d6635784640_cf6c052977c14977b65860528befebed.jpg" ]
Is <c3,CAM_FRONT,[641, 162]> 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.
36116
The scene is rich in information, the road conditions are complex, and it deserves special attention.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/53e8446852bf488bb1b09ae032918bbd_32cf6f82dba04acc88e19894c8da64b6.jpg" ]
What's your comment on this 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.
80961
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/566311b8201e416f9f99463656dcadce_1215ff38637849ab9a5282b5eeb662ab.jpg" ]
Will <c1,CAM_BACK,[401, 805]> change its motion state based on <c2,CAM_FRONT_RIGHT,[816, 310]>? 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.
228770
Moderate right turn.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/b0c4f9a7680142d8add66f69e5f20ecb_db57c86a840b411abb3e7db36413c363.jpg" ]
What actions taken by the ego vehicle can lead to a collision with <c3,CAM_FRONT,[550, 280]>? 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.
28103
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/b519ec833e23450a8bd3340b67f2516b_255d5c5c0c3e4d7387ce4a7e9812cb82.jpg" ]
Is <c6,CAM_BACK,[395, 833]> 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 the 2D bounding box.
50779
The action is to keep going at the same speed; the reason is that there is no safety issue.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/4bcb814456f044919bc052c208dbebc5_60512c21ca774ea3a8fb0fed757617d4.jpg" ]
Based on the observations of <c1,CAM_BACK,[420, 800]>, what are possible actions to be taken by <c2,CAM_BACK_RIGHT,[878, 875]>? 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 and vertical coordinates of the center point of the 2D bounding box.
274788
Yes.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/d8a5dd6087de4e808c61c27f91e8216e_0fb73d02bb1e478cb3b0b816d7327460.jpg" ]
Is <c1,CAM_FRONT_RIGHT,[689, 298]> 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 the 2D bounding box.
143891
Yes, there are traffic elements in the front view.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/19dce2ebc7bd4f138aea6d645a4afec7_d3708e0f97fe428294664ce9616907bc.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.
201192
Yes.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/52fa2df7fde34bd58ee30cff02b73f51_d5765fa257e847838ab3320c2edb7e31.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.
315170
Keep going straight.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/b886756c3fd641eeba9dda3932e196c0_164e524f52dd444d9ad0ac42d4d21025.jpg" ]
What does <c3,CAM_FRONT,[417, 362]> 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.
104418
Neither is a traffic sign.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/3289046b886f4c98a676bd7e6a3c6ef1_df3cc472b1a3482eb4bf22170600bfcc.jpg" ]
Are <c2,CAM_FRONT,[500, 268]> and <c5,CAM_FRONT,[525, 268]> 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.
347610
There is one moving car to the front right of the ego car, two moving cars to the back of the ego car, one parked car to the front left of the ego car, two parked cars to the back of the ego car, one parked truck to the back of the ego car, one moving truck to the front of the ego car, one parked construction vehicle to the front of the ego car, many barriers to the front of the ego car, one moving pedestrian to the front of the ego car, many traffic cones to the front of the ego car, many traffic cones to the front right of the ego car, one traffic cone to the back left of the ego car, and one traffic cone to the back right of the ego car.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/c0d3796765e2452d990309b2568adac5_7cc5b7bb814142e6a8f2d0efa8ebf080.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.
53067
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/cf652a711c8e40209132036a95162fed_4f27fb9207b542c58e308c9237402750.jpg" ]
Will <c1,CAM_BACK,[566, 809]> change its motion state based on <c3,CAM_FRONT,[384, 214]>? 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.
152925
<c3,CAM_FRONT,[393, 355]> is on the ego lane, and <c5,CAM_BACK_LEFT,[159, 873]> is on the left lane.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/724957e51f464a9aa64a16458443786d_135cf11730c241dc8d9d9243352feec7.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.
194935
None, no, none.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/7bcc4753bdb64d2cb407b55cc4e4527f_fead3ec2408c43b1b5c2571fa1d4c647.jpg" ]
Which object is most likely to be occluded by <c5,CAM_FRONT,[578, 309]>? 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, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
37889
Stationary.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/96a410b8fe5e4b57bf69b844bfd4d28c_3e104b9da0b84bbba45e2dd4692def2f.jpg" ]
What is the future state of <c2,CAM_BACK_LEFT,[184, 805]>? 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.
265397
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/ced236f5da704cbcb41249bb6ecc8b68_784303bcdceb4f6eb87ba7ef4abebe99.jpg" ]
Are there stopped buses 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.
376017
<c2,CAM_FRONT,[483, 282]> is in front of <c1,CAM_BACK,[377, 763]>, <c4,CAM_BACK_RIGHT,[691, 856]> is in front of <c1,CAM_BACK,[377, 763]>, <c5,CAM_FRONT_RIGHT,[885, 363]> is in front of <c1,CAM_BACK,[377, 763]>, <c3,CAM_BACK,[520, 799]> is on the back left of <c1,CAM_BACK,[377, 763]>, <c3,CAM_BACK,[520, 799]> is behind <c2,CAM_FRONT,[483, 282]>, <c4,CAM_BACK_RIGHT,[691, 856]> is behind <c2,CAM_FRONT,[483, 282]>, <c5,CAM_FRONT_RIGHT,[885, 363]> is behind <c2,CAM_FRONT,[483, 282]>, <c4,CAM_BACK_RIGHT,[691, 856]> is in front of <c3,CAM_BACK,[520, 799]>, <c5,CAM_FRONT_RIGHT,[885, 363]> is in front of <c3,CAM_BACK,[520, 799]> and <c5,CAM_FRONT_RIGHT,[885, 363]> is in front of <c4,CAM_BACK_RIGHT,[691, 856]>.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/7e3a6bdd6c6f4c8fb018cff404974446_883f8d77dc184d8480849b7ec156d496.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 box.
21092
Keep going straight.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/eac3102e4cc24d4b95532bcc711a902f_038e74a5fb5f467cb0ff08036b938dae.jpg" ]
What is the future state of <c1,CAM_FRONT_LEFT,[84, 273]>? 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.
316297
One truck is parked.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/2131d9fd2c48418081875019e35cf6a2_507fcdcc9e364f17a6718c7afbaeaa1d.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.
324754
None.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/8461c1125eaf46c7abaf4ee18e8c4ee6_5acec0a50f874fdca45cc82d3c80cf8e.jpg" ]
What object would consider <c1,CAM_BACK,[515, 814]> 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 bounding box.
223575
Blue sedan.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/f444b757d7e2444c889da10f02b73491_ab8bb06d76ba4c38b370e17d3cd1f988.jpg" ]
What is the visual description of <c1,CAM_BACK,[487, 787]>? 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.
120238
Moving.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/c0990deaa8954a54afc86f7710f349a1_751e48d05ae640218842e5230776f5e7.jpg" ]
What is the observed status of object <c3,CAM_FRONT,[541, 226]>? 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.
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