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202062
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/209e9e9c3a2e4a399c44b6aa8be659d6_ca0aeae4acfb43358c2af8fe637f2aa3.jpg" ]
Would <c3,CAM_FRONT_LEFT,[151, 278]> 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.
11816
<c3,CAM_BACK,[468, 866]>.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/0c13be31e9854d97960d1af570db433f_186ec6735ca942e3b660c56ec9d1861b.jpg" ]
Except for the ego vehicle, what object would consider <c1,CAM_FRONT,[451, 291]> 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.
347405
No, there are no traffic elements in the front view.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/93032908bafd484ea10a39b0d5d3fff6_36be1ff670e84058a1d63d419f7909a1.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.
104273
<c2,CAM_BACK,[553, 764]> is at the back of <c1,CAM_FRONT,[489, 262]>, <c3,CAM_FRONT,[499, 263]> is at the back of <c1,CAM_FRONT,[489, 262]>, <c4,CAM_FRONT,[592, 262]> is at the back of <c1,CAM_FRONT,[489, 262]>, <c5,CAM_FRONT,[522, 263]> is at the back of <c1,CAM_FRONT,[489, 262]>, <c3,CAM_FRONT,[499, 263]> is at the front of <c2,CAM_BACK,[553, 764]>, <c4,CAM_FRONT,[592, 262]> is at the front of <c2,CAM_BACK,[553, 764]>, <c5,CAM_FRONT,[522, 263]> is at the front of <c2,CAM_BACK,[553, 764]>, <c4,CAM_FRONT,[592, 262]> is at the back of <c3,CAM_FRONT,[499, 263]>, <c5,CAM_FRONT,[522, 263]> is at the back of <c3,CAM_FRONT,[499, 263]> and <c5,CAM_FRONT,[522, 263]> is at the front of <c4,CAM_FRONT,[592, 262]>.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/3289046b886f4c98a676bd7e6a3c6ef1_7886bd0692c742b292950bda16778d35.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.
145588
Keep going at the same speed.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/d4c560022dda448dabb0b60fb62dd6ba_f35b47134f3f40b4a257de070dbb3ed1.jpg" ]
Based on <c5,CAM_FRONT,[476, 215]> 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.
180686
Yes.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/d654cae175de44319ace178994ed0329_b75527be10fd4c1da8cafc73f51bae09.jpg" ]
Will <c4,CAM_BACK,[523, 852]> change its motion state based on <c1,CAM_FRONT,[623, 349]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, 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.
308264
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/57f5503bf63144b8bf450315e860f58e_792c4d8df88f4bbbae76bbc2a2ad6d79.jpg" ]
Is <c2,CAM_FRONT,[445, 335]> 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.
195298
None, no, none.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/7bcc4753bdb64d2cb407b55cc4e4527f_34d47c84b8bf4deba19b63fd38e0a907.jpg" ]
Which object is most likely to be occluded by <c2,CAM_FRONT_RIGHT,[935, 312]>? 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.
221607
None, no, none.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/edf6a55a70114f6296143ed471251804_6ccd4899d7504b0d8a155c111fd8b3cc.jpg" ]
Which object is most likely to be occluded by <c2,CAM_FRONT,[544, 271]>? 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.
123141
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/fb255bba9b6a4f37a8894e336d2136f1_f062b40008ad4c67bd781d175c5dbcb1.jpg" ]
Is <c1,CAM_BACK,[466, 807]> 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.
286366
Yes.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/52b30ecd104a4f4eab6f8f5684a73e56_7b061b925bf94b7bb630dfde82301135.jpg" ]
Are there moving cars 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.
77714
Yes, there are traffic elements in the front view.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/76b36918bd4c487581a4196ffd1b1434_ebd0d5af0b834e37818e62b11a7eafcd.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.
98784
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/727214583a2a478094d4f093d20c7060_bbe374bd1f494aef834da6fee932d004.jpg" ]
Would <c6,CAM_FRONT_LEFT,[157, 370]> 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.
22340
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/f36162eac28641a0978032ff89e0f752_c53408ed2e4c4f9c84903a7d1944f6c5.jpg" ]
Is <c4,CAM_BACK_RIGHT,[954, 814]> 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.
205498
One of the pedestrians is moving and two are standing.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/c24317a5c0cb4f5c9fd31740eb1152f2_b96247bf95f3404c805bde586478e510.jpg" ]
What is the status of the pedestrians 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.
84268
The action is to none, the reason is there is no safety issue.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/f612aec0c3e34e32b2e9e48670cdecca_9075855f390344c98fcdcdc471b93251.jpg" ]
Based on the observations of <c3,CAM_BACK,[521, 809]>, what are possible actions to be taken by <c2,CAM_BACK,[372, 848]>? 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.
106851
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/e631037169574c67944176bf079ee75c_42cba5110540498cabdd2bcd1bacf4f3.jpg" ]
Is <c5,CAM_FRONT,[551, 279]> 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.
177308
Low.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/019b370afb444a2e8ce85654898307c8_be7cbdbdf0bc47ecbe32cc758796bcd6.jpg" ]
What is the probability of colliding with <c2,CAM_FRONT_LEFT,[170, 347]> 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 of the center point of the 2D bounding box.
272161
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/448cf480b0b8400a86881d28c2c5f734_a3e6096501ba403f8bb9b3b26c1db065.jpg" ]
Is <c2,CAM_BACK,[567, 750]> 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.
31712
There is one traffic cone to the back right of the ego car.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/15e1fa06e30e438a98430cc1fd0e8a69_d64f9d23a6ac4d808dde46bfaf7069d5.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.
195053
A
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/7bcc4753bdb64d2cb407b55cc4e4527f_e9b6aff35b6345618912329bd1ec142d.jpg" ]
What is the moving status of object <c5,CAM_FRONT,[456, 303]>? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Backward. D. Back up. Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, 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.
253226
Stationary.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/6ab3d1e9476d4cd89d4949d69d056901_2000ce82d2bd4f6c93ec5948736897a9.jpg" ]
What is the observed status of object <c1,CAM_FRONT_LEFT,[106, 290]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, 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.
350057
Red light.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/f55c8c62235146d895f611176fd0a5dc_1cffb2ff65ac4ee7acdc4c23bcf9baf8.jpg" ]
What is the visual description of <c4,CAM_FRONT,[533, 140]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, 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.
35852
None.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/53e8446852bf488bb1b09ae032918bbd_b3e80341269c443693a727b40c6efc63.jpg" ]
Except for the ego vehicle, what object would consider <c1,CAM_BACK_RIGHT,[842, 751]> 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.
313723
Unknown.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/e233467e827140efa4b42d2b4c435855_93f4f8ac1145418cadcf14dfd2a9cf78.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.
120710
One bicycle is without a rider.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/c0990deaa8954a54afc86f7710f349a1_188ae235d3e14705b8b6323b8c90b67d.jpg" ]
What is the status of the bicycle 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.
163170
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/7f8714d8ca814914bf4ff3ed30123db5_63e38d44915b441498de5af02f452614.jpg" ]
Would <c6,CAM_BACK,[493, 758]> 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.
221927
Back up.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/edf6a55a70114f6296143ed471251804_598e7958803149318bed3c7c6b288833.jpg" ]
What actions taken by the ego vehicle can lead to a collision with <c3,CAM_BACK,[498, 799]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, 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.
7274
None, no, none.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/6207269cb9474c14b01f9610b2ee30aa_baa013dbb58c4e4d8e2d766353decfa8.jpg" ]
Which object is most likely to be occluded by <c5,CAM_BACK,[388, 765]>? 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.
325914
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/37a37b06ba5e4f978fc6cb77e90f2498_f769bbc6bcd74c69af94fba05d0da4b2.jpg" ]
Would <c1,CAM_BACK,[414, 826]> 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.
16273
The ego vehicle.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/e1e664292aa144bc8d0d5d6441df084c_aebee391061f40b2ac06ca4bc9db8087.jpg" ]
What object would consider <c6,CAM_FRONT,[457, 128]> 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.
111704
Both are traffic signs.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/9047b53fd41540649dce014a128cbe1b_0f8910c8005d43029efa7de74e59ab44.jpg" ]
Are <c2,CAM_FRONT_LEFT,[268, 247]> and <c3,CAM_FRONT,[432, 331]> 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.
195196
Firstly, notice that <c4,CAM_FRONT_LEFT,[164, 275]>. The object is stationary, so the ego vehicle should continue ahead at the same speed. Secondly, notice that <c1,CAM_FRONT,[565, 342]>. The object is a traffic sign, so the ego vehicle should continue ahead at the same speed. Thirdly, notice that <c2,CAM_FRONT,[437, 257]>. The object is stationary, so the ego vehicle should continue ahead at the same speed.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/7bcc4753bdb64d2cb407b55cc4e4527f_2e200ef0c5b24a4c981197fcb5a8fdb5.jpg" ]
What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, 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.
348377
There is a person wearing a white shirt to the back right of the ego vehicle, a blue and white bus to the front of the ego vehicle, a blue and white bus to the front of the ego vehicle, a person wearing black pants to the front right of the ego vehicle, and a black sedan to the back of the ego vehicle. The IDs of these objects are <c1,CAM_BACK_RIGHT,[841, 787]>, <c2,CAM_FRONT,[652, 219]>, <c3,CAM_FRONT,[540, 254]>, <c4,CAM_FRONT_RIGHT,[712, 299]>, and <c5,CAM_BACK,[507, 773]>.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/14b96c255dee4a838a8d401302ac2852_b4849b201f024ca5bf68ab298b379ce7.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.
176878
Yes.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/8dd4349e80c345afac455cf76074f028_31f05f62c19445328b2a0b91178a9fc6.jpg" ]
Is <c2,CAM_FRONT,[481, 268]> 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.
203989
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/82aef599650d462db73731b7ff40918b_071f9d7f2c4f48fcb72fc17756bedfa7.jpg" ]
Is <c3,CAM_BACK,[452, 801]> 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.
290182
None.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/dbe2eceb3e4649289366f674c2ba4274_74377123547c4b56a22d0a345f22578b.jpg" ]
What object would consider <c1,CAM_BACK,[386, 890]> 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.
64446
Stationary.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/1623e7fab5174f2a84cf1b539233e3a6_021fe3dfd6554cffb439538942767ac7.jpg" ]
What is the future state of <c1,CAM_FRONT,[419, 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.
330899
The action is to keep going at the same speed. The reason is that there is no safety issue, and the probability is high.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/a5d7cc4bf3404cccb89932d94ccb9da6_24c6e0108b5844778df82c055c62cece.jpg" ]
What actions could the ego vehicle take based on <c4,CAM_FRONT_LEFT,[255, 286]>? 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.
265647
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/ced236f5da704cbcb41249bb6ecc8b68_8039886af4784ae6ae8c17c6ccdda218.jpg" ]
Will <c3,CAM_BACK,[470, 844]> change its motion state based on <c1,CAM_FRONT_RIGHT,[849, 325]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
41848
Yes.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/4a4d09496d594c7385a1ec227bdb3a7f_815e2b1b6309483bb1281dc6f4a74aab.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.
16440
Yes.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/e1e664292aa144bc8d0d5d6441df084c_e44bf485e8854fceacc6a052a1a60ea4.jpg" ]
Are there traffic cones 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.
127731
None, no, none.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/dc9ef63b61394d3d8effeb51919f2144_7d04e12148d84552b8dd7a7ba79d1b29.jpg" ]
Which object is most likely to be occluded by <c1,CAM_BACK_LEFT,[68, 729]>? 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.
311362
There are many cars and one truck behind the ego car.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/c7604a179ea94e45857ec2c16416e5ad_6250acbfaa914921a7f834eabc93f42c.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.
51199
The ego vehicle.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/4bcb814456f044919bc052c208dbebc5_df35f62944f84401b3ca3ab9ad58e0ac.jpg" ]
What object would consider <c5,CAM_FRONT_RIGHT,[825, 332]> 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.
219855
Three cars are parked.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/5557f4edc1464442812293e2ea90a586_3c313f517d6b4d5bafb8929ddd7b46fe.jpg" ]
What is the status of the cars that are to the back of the ego car? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
311172
There are many cars, two trucks, one construction vehicle, and one pedestrian in front of the ego car.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/c7604a179ea94e45857ec2c16416e5ad_6ef59ea4f03c43828715154592f647ff.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.
75595
There is one moving car in front of the ego car, one moving pedestrian to the front left of the ego car, and two moving pedestrians behind the ego car.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/4deb245e67374cd88e64d6557b652841_fa5606858493496e96f85a1535bc283d.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.
328961
There are many traffic elements in the front view. The information of these traffic elements is [(<ref>traffic light</ref><box>[[512, 231, 513, 241]]</box>,unknown), (<ref>traffic light</ref><box>[[520, 232, 521, 241]]</box>,unknown), (<ref>traffic light</ref><box>[[535, 237, 538, 245]]</box>,unknown), (<ref>traffic light</ref><box>[[543, 239, 544, 246]]</box>,unknown), (<ref>traffic light</ref><box>[[541, 250, 542, 254]]</box>,unknown), (<ref>traffic light</ref><box>[[545, 249, 546, 254]]</box>,unknown), (<ref>traffic light</ref><box>[[549, 249, 550, 254]]</box>,green), (<ref>traffic light</ref><box>[[558, 255, 559, 259]]</box>,unknown)].
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/5560a973257e407b8d5bf9fb92b1e0f3_782ec2ef376b4443951bd662fd664296.jpg" ]
Identify all the traffic elements in the front view, categorize them, determine their status, and predict the bounding box around each one. The output should be a list formatted as (c,s), where c represents the object with bounding box, s denotes the status.
352380
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/c04cdbbe744c4da08d3df61c47d5cc94_06d948570939439182e426e8791ef096.jpg" ]
Based on the observations of <c2,CAM_BACK,[494, 821]>, what are possible actions to be taken by <c3,CAM_FRONT_RIGHT,[794, 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 and vertical coordinates of the center point of the 2D bounding box.
235931
Sharp right turn.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/5a1d2867bb504c888a628ad549cc10b6_2af816b44c784a8883f0aa82ea2261c9.jpg" ]
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,[429, 833]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, 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.
205281
Go straight.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/4772f5283211444eaabd463cd341d360_acb2820ed7264fe793bbd800a66051b9.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.
85582
Moderate right turn.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/c31adab2faea4db6ae5673eb8a507d00_ec312eac9ffa401f91dd63c89a3040c4.jpg" ]
What actions taken by the ego vehicle can lead to a collision with <c3,CAM_FRONT_RIGHT,[673, 230]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, 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.
141724
The ego vehicle.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/4c5c675340d14cd88a65b5e22eb9c9c1_f66de92b1e8a4ed280243c816bcced43.jpg" ]
What object would consider <c5,CAM_FRONT_LEFT,[221, 344]> 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.
179058
None, no, none.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/e02aee6f1fec4d13ad77044466da5fb4_5be27477c4884ed4a49dda31bb4e0612.jpg" ]
Which object is most likely to be occluded by <c4,CAM_FRONT,[427, 272]>? 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.
95271
<c3,CAM_FRONT,[565, 313]>.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/d6e6f5d622474271b695f4c7f07df7bb_277a2473fcd94768b180b511dc0b601b.jpg" ]
Except for the ego vehicle, what object would consider <c5,CAM_FRONT,[547, 298]> 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.
280472
Brake suddenly.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/75a4ec12042542149b0a77a0a10d6330_d4b313b4957044559e6618ecc147474e.jpg" ]
What actions taken by the ego vehicle can lead to a collision with <c4,CAM_BACK,[448, 746]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, 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.
250164
None, no, none.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/782f9486adbd4546a492e69b6697ef70_59a32e24ef6c413bb81af6cfb9c7d608.jpg" ]
Which object is most likely to be occluded by <c1,CAM_BACK,[550, 791]>? 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.
236879
None, no, none.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/798e8504b4364d378270333a349ef508_f31932ce754b408db390251167423dcc.jpg" ]
Which object is most likely to be occluded by <c2,CAM_FRONT,[482, 272]>? 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.
140500
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/277af8c7487f4f24bd2953d4dc8d11ff_e2aa12c975564954bc6e08250349369c.jpg" ]
Is <c2,CAM_FRONT,[525, 269]> an object that the ego vehicle should consider in the current scene? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
29788
D
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/fee7ac5f5c1e4943877cd20d6e069427_60ae5aad4543441ea39567642f2b4dfb.jpg" ]
What is the moving status of object <c1,CAM_FRONT,[479, 258]>? Please select the correct answer from the following options: A. Bending over. B. Backward. C. Stopped. D. Going ahead. Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, 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.
64510
Yes.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/1623e7fab5174f2a84cf1b539233e3a6_a385bb47325647bd804731c389a96097.jpg" ]
Are there parked cars 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.
66110
A man wearing a white shirt is the visual description of <c4,CAM_BACK,[512, 787]>.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/9a81caa3d5134d7f87ee4786ccef68f7_362982ee86f64d3cb1e68071c7004e20.jpg" ]
What is the visual description of <c4,CAM_BACK,[512, 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.
66939
Stationary.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/f634de95cc7043b8b38ceaac67d472cf_8bdad602f01d4e1eae328966bbbb91e0.jpg" ]
What is the observed status of object <c3,CAM_BACK,[511, 798]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, 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.
275220
Yes.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/bed12977df5a41dcb97ac69eeae3682c_92f79f1bd8274ff69cc2c15a0aeeab68.jpg" ]
Are there parked construction vehicles 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.
183080
Stationary.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/97349fd50e694a5f994b0954047b96d0_a80a4a8b304a494081850d57f71d9804.jpg" ]
What is the observed status of object <c6,CAM_FRONT,[515, 275]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, 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.
230098
Silver SUV.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/64e1ad8a976542ab86c427d714550d06_0490e347db7447fb834f1c3fb282db5d.jpg" ]
What is the visual description of <c3,CAM_FRONT_LEFT,[231, 274]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, 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.
40790
Moving.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/c0cb50847c3949a0b4baf2e200ac897c_68316c596bf8486589c60a6663bfb55d.jpg" ]
What is the observed status of object <c3,CAM_FRONT_LEFT,[144, 302]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, 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.
312399
Black SUV.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/b57e1a48e584451f8f966ab083c8d07d_00d479f92c074090bfb4169d64464ee1.jpg" ]
What is the visual description of <c1,CAM_FRONT,[438, 283]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, 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.
182551
There is one bicycle, one car, and many pedestrians to the front left of the ego car.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/1ad821fcfc9f4c24bb879ec7d5ba0ec1_135227f8855840da889dac07f55345f4.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.
365887
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/d4c5db6faa9f443795ad86561e9e556e_0d7c9d2d8557426dbc87ce0b21f7b5d1.jpg" ]
Would <c1,CAM_BACK_LEFT,[249, 757]> 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.
325845
The ego vehicle.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/37a37b06ba5e4f978fc6cb77e90f2498_caf95326f8cf44acacb39abf00c05364.jpg" ]
What object would consider <c2,CAM_FRONT,[549, 269]> 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.
165800
<c2,CAM_FRONT_LEFT,[159, 400]> is behind <c1,CAM_FRONT,[533, 251]>, <c3,CAM_FRONT,[562, 273]> is behind <c1,CAM_FRONT,[533, 251]>, <c4,CAM_FRONT,[362, 330]> is behind <c1,CAM_FRONT,[533, 251]>, <c5,CAM_FRONT_RIGHT,[909, 393]> is behind <c1,CAM_FRONT,[533, 251]>, <c6,CAM_BACK,[495, 796]> is behind <c1,CAM_FRONT,[533, 251]>, <c3,CAM_FRONT,[562, 273]> is in front of <c2,CAM_FRONT_LEFT,[159, 400]>, <c4,CAM_FRONT,[362, 330]> is in front of <c2,CAM_FRONT_LEFT,[159, 400]>, <c6,CAM_BACK,[495, 796]> is behind <c2,CAM_FRONT_LEFT,[159, 400]>, <c5,CAM_FRONT_RIGHT,[909, 393]> is on the back right of <c2,CAM_FRONT_LEFT,[159, 400]>, <c5,CAM_FRONT_RIGHT,[909, 393]> is behind <c3,CAM_FRONT,[562, 273]>, <c6,CAM_BACK,[495, 796]> is behind <c3,CAM_FRONT,[562, 273]>, <c4,CAM_FRONT,[362, 330]> is on the back left of <c3,CAM_FRONT,[562, 273]>, <c6,CAM_BACK,[495, 796]> is behind <c4,CAM_FRONT,[362, 330]>, <c5,CAM_FRONT_RIGHT,[909, 393]> is on the back right of <c4,CAM_FRONT,[362, 330]> and <c6,CAM_BACK,[495, 796]> is behind <c5,CAM_FRONT_RIGHT,[909, 393]>.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/82024d9f5f7f46dba436cd93c27173c7_8f800722c7364cf9880cacf850b8550b.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.
370381
Only one of the boxes is a traffic sign.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/2bbae5e654224cbeb5884c471e2ad05e_0f2608005cc04b00b9573d903f794633.jpg" ]
Are <c4,CAM_FRONT,[508, 183]> and <c1,CAM_BACK,[503, 787]> 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.
148160
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/b0644660d7864451bfc4b3432bb5b47e_61f54f56a9824c0fb3dfc9785e6b110f.jpg" ]
Is <c1,CAM_BACK,[509, 836]> 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.
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.
34170
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/0c601ff2bf004fccafec366b08bf29e2_15ab3872150347678f4efca8c640ce75.jpg" ]
Is <c6,CAM_BACK_RIGHT,[753, 781]> 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.
247866
Keep going straight.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/2f093cad7209436aa06e103bfe062857_9393cc8d341740309424e20b8f34dcab.jpg" ]
What is the future state of <c3,CAM_BACK,[503, 815]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, 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.
352133
Yes.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/c04cdbbe744c4da08d3df61c47d5cc94_6fa7cf634e90492dadf183025f5effa5.jpg" ]
Would <c1,CAM_FRONT,[528, 303]> 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.
72831
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/3b5f3391078e48ac92600cbdfa4ccbe6_f709cc87399044be9937b641caa15d30.jpg" ]
Would <c2,CAM_FRONT,[488, 281]> 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.
60728
<c2,CAM_BACK_LEFT,[117, 862]> is on the back left of <c1,CAM_FRONT_RIGHT,[914, 297]>. <c3,CAM_BACK,[493, 864]> is on the back left of <c1,CAM_FRONT_RIGHT,[914, 297]>, and <c3,CAM_BACK,[493, 864]> is on the back right of <c2,CAM_BACK_LEFT,[117, 862]>.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/9e7d5adad1514dd79292e9318b7a443c_1289e50eba7243a1866b13bb81d445f1.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.
18970
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/8fe2dd6f533646b39c8e81316597c52b_c9390af3852e48139719a189a9d4df59.jpg" ]
Is <c2,CAM_FRONT,[502, 287]> 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.
289818
There are three cars behind the ego car.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/dbe2eceb3e4649289366f674c2ba4274_43ed7234ea704e7b8e6fd524775473b3.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.
248730
Yes.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/cc8c0bf57f984915a77078b10eb33198_b73152cab88f49d9ba195da81fde1809.jpg" ]
Are there parked cars to the back of the ego car? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
346333
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/d4d2faa310a748dda508d15c6d5c4244_d233fc65c0ab402683ec447b567c3e66.jpg" ]
Will <c2,CAM_FRONT,[493, 292]> be in the moving direction of <c3,CAM_FRONT_RIGHT,[755, 329]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, 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.
286020
Black SUV.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/08be42eb2186411d8e2201225329f1c6_f52a1f9194234e268de40205ffc00b65.jpg" ]
What is the visual description of <c2,CAM_BACK_LEFT,[100, 828]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, 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.
174749
Back up.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/3ace9decdd1f4ea0915b9862c95ca128_707adf9db2084990973d30ee2f2a04db.jpg" ]
What actions taken by the ego vehicle can lead to a collision with <c2,CAM_BACK,[479, 869]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, 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.
45341
D
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/2ba06ef7b3b44cbfad6d771981d86af9_b1d5f0b98bdf40cca19629e0f4643fda.jpg" ]
Predict the behavior of the ego vehicle. Please select the correct answer from the following options: A. The ego vehicle is steering to the left. The ego vehicle is driving very fast. B. The ego vehicle is slightly steering to the right. The ego vehicle is driving with normal speed. C. The ego vehicle is slightly steering to the left. The ego vehicle is driving very fast. D. The ego vehicle is going straight. 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.
114774
Yes.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/e15260c4ed5b4505900d497ef92ddd2d_321c11c104bf4a279869bb2ff16ee681.jpg" ]
Are there traffic cones 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.
227228
There is one pedestrian and one car to the front left of the ego car.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/1e3f0bd8063a4084b7104345b20bfb80_8e82c5d9c1e340bea289068d0eb35163.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.
178217
Low.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/e333874a12d64a7d956f23fe6a4c5c62_b79a659b05cf433ba7ad3c0cde27bce0.jpg" ]
What is the probability of colliding with <c2,CAM_BACK,[512, 794]> 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.
26770
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/bfe368f8c6a44efcb323a82f6974a9a6_8937b75340024a919b5f9b4c86608bdd.jpg" ]
Are there moving construction vehicles 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.
168579
Braking suddenly, backing up.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/ceca737af78440118b7b394a54723454_97e92f1b31324e929e2759282f3d1b5a.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.
243817
None, no, none.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/63252988084b4943a50734990c47e039_e861625c90454c688480e4ae9c6b0bba.jpg" ]
Which object is most likely to be occluded by <c5,CAM_FRONT_RIGHT,[747, 319]>? 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.
195666
Yes.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/df0c3cb16cde410eba8eea191765515c_c7228a0beb9b4f86b33c0c5493ccac00.jpg" ]
Are there parked trucks to the front right of the ego car? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, CAM indicates the camera where the object’s center point is situated, and x, y represent the horizontal and vertical coordinates of the center point of the 2D bounding box.
137738
Accelerate and go straight.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/1e9283d1ce98428aaa3b851487eb4f58_c1316ee8828443cd8ae8a964a4c186d7.jpg" ]
What actions taken by the ego vehicle can lead to a collision with <c2,CAM_FRONT,[500, 274]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, 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.
3301
Yes.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/2422d2652f4f42298a389a6e0dfef307_6f6485a3d7bd4695bc7c7cc21651b4fe.jpg" ]
Are there barriers 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.
62140
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/9056ac9944e846109b00e31cc96259cb_0bb96ca9999a4ac79831ab7156ea173a.jpg" ]
Is <c5,CAM_BACK_LEFT,[196, 799]> 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.
176368
No.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/ef5f945852e84fcc88cab506746a6636_0edb067ee1bf4441af862a39e2da2591.jpg" ]
Will <c2,CAM_BACK,[515, 866]> change its motion state based on <c1,CAM_FRONT_LEFT,[142, 308]>? Objects are encoded using <c,CAM,[cx,cy]>, where c is the identifier, 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.
177258
Yes.
[ "/slurm/daizhi_fan/datasets/MLLM-CL/domain/AD/images/drivelm/stitch/019b370afb444a2e8ce85654898307c8_be7cbdbdf0bc47ecbe32cc758796bcd6.jpg" ]
Are there moving pedestrians 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.