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dict
363bb6c0fdaf465aa54c39f082bb92c6
297cef22e0f143ceb1e4ef93088bcfb2
planning
In this scenario, what are safe actions to take for the ego vehicle?
Keep going at the same speed, turn right, slightly offset to the right.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728919887928.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728919897405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728919878113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728919862404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728919854799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728919870482.jpg" }
363bb6c0fdaf465aa54c39f082bb92c6
297cef22e0f143ceb1e4ef93088bcfb2
behavior
Predict the behavior of the ego vehicle. Please select the correct answer from the following options: A. The ego vehicle is steering to the right. The ego vehicle is driving slowly. B. The ego vehicle is going straight. The ego vehicle is driving very fast. C. The ego vehicle is steering to the left. The ego vehicle is driving slowly. D. The ego vehicle is slightly steering to the left. The ego vehicle is driving very fast.
A
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728919887928.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728919897405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728919878113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728919862404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728919854799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728919870482.jpg" }
affb0caa5d2948f98cee5c42c7aefc1c
823b7363244140cc8a77e00870c5bb9a
perception
What are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.
There is a black sedan to the front right of the ego vehicle, a black car to the back of the ego vehicle, a black sedan car to the back of the ego vehicle, and a green light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_RIGHT,0.2552,0.6500>, <c2,CAM_BACK,0.5604,0.5694>, <c3,CAM_BACK,0.4719,0.5703>, and <c4,CAM_FRONT,0.6852,0.4432>.
[ 2 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800545037525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800545047423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800545027893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800545012460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800545004844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800545020339.jpg" }
affb0caa5d2948f98cee5c42c7aefc1c
823b7363244140cc8a77e00870c5bb9a
perception
What is the moving status of object <c1,CAM_FRONT_RIGHT,0.2552,0.6500>? Please select the correct answer from the following options: A. Going ahead. B. Turn right. C. Turn left.
B
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800545037525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800545047423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800545027893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800545012460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800545004844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800545020339.jpg" }
affb0caa5d2948f98cee5c42c7aefc1c
823b7363244140cc8a77e00870c5bb9a
prediction
Is <c1,CAM_FRONT_RIGHT,0.2552,0.6500> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800545037525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800545047423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800545027893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800545012460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800545004844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800545020339.jpg" }
affb0caa5d2948f98cee5c42c7aefc1c
823b7363244140cc8a77e00870c5bb9a
planning
What actions could the ego vehicle take based on <c1,CAM_FRONT_RIGHT,0.2552,0.6500>? Why take this action and what's the probability?
The action is to keep going at the same speed because there is no safety issue. The probability of this action is high.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800545037525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800545047423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800545027893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800545012460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800545004844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800545020339.jpg" }
affb0caa5d2948f98cee5c42c7aefc1c
823b7363244140cc8a77e00870c5bb9a
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_RIGHT,0.2552,0.6500>?
Moderate right turn.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800545037525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800545047423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800545027893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800545012460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800545004844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800545020339.jpg" }
affb0caa5d2948f98cee5c42c7aefc1c
823b7363244140cc8a77e00870c5bb9a
planning
In this scenario, what are safe actions to take for the ego vehicle?
Keep going at the same speed, decelerate gradually without braking.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800545037525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800545047423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800545027893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800545012460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800545004844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800545020339.jpg" }
affb0caa5d2948f98cee5c42c7aefc1c
823b7363244140cc8a77e00870c5bb9a
behavior
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 slowly. B. The ego vehicle is going straight. The ego vehicle is driving fast. C. The ego vehicle is slightly steering to the right. The ego vehicle is driving very fast. D. The ego vehicle is slightly steering to the right. The ego vehicle is driving fast.
C
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800545037525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800545047423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800545027893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800545012460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800545004844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800545020339.jpg" }
0053e9c440a94c1b84bd9c4223efc4b0
0dc8558714314cce961af9e7de403517
perception
What are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.
There is a gray business to the back of the ego vehicle, a white truck to the front right of the ego vehicle, a gray short-sleeved pedestrian to the front right of the ego vehicle, a brown pants pedestrian to the front of the ego vehicle, a black car to the front right of the ego vehicle, and a black sedan to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.2781,0.6250>, <c2,CAM_FRONT_RIGHT,0.0298,0.4763>, <c3,CAM_FRONT_RIGHT,0.5802,0.7092>, <c4,CAM_FRONT,0.2458,0.6861>, <c5,CAM_FRONT_RIGHT,0.2156,0.6500>, and <c6,CAM_FRONT,0.5844,0.6472>.
[ 2 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708439887558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708439897405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708439878113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708439862404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708439854799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708439870482.jpg" }
0053e9c440a94c1b84bd9c4223efc4b0
0dc8558714314cce961af9e7de403517
perception
What is the moving status of object <c1,CAM_BACK,0.2781,0.6250>? Please select the correct answer from the following options: A. Going ahead. B. Turn right. C. Turn left.
B
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708439887558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708439897405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708439878113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708439862404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708439854799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708439870482.jpg" }
0053e9c440a94c1b84bd9c4223efc4b0
0dc8558714314cce961af9e7de403517
prediction
Is <c1,CAM_BACK,0.2781,0.6250> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708439887558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708439897405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708439878113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708439862404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708439854799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708439870482.jpg" }
0053e9c440a94c1b84bd9c4223efc4b0
0dc8558714314cce961af9e7de403517
planning
What actions could the ego vehicle take based on <c1,CAM_BACK,0.2781,0.6250>? Why take this action and what's the probability?
The action is to turn right, the reason is that there is no safety issue, high probability.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708439887558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708439897405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708439878113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708439862404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708439854799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708439870482.jpg" }
0053e9c440a94c1b84bd9c4223efc4b0
0dc8558714314cce961af9e7de403517
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.2781,0.6250>?
Brake suddenly.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708439887558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708439897405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708439878113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708439862404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708439854799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708439870482.jpg" }
0053e9c440a94c1b84bd9c4223efc4b0
0dc8558714314cce961af9e7de403517
planning
In this scenario, what are safe actions to take for the ego vehicle?
Turn right, brake gently to stop.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708439887558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708439897405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708439878113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708439862404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708439854799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708439870482.jpg" }
0053e9c440a94c1b84bd9c4223efc4b0
0dc8558714314cce961af9e7de403517
behavior
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 slightly steering to the left. The ego vehicle is driving very fast. C. The ego vehicle is going straight. The ego vehicle is driving very fast. D. The ego vehicle is slightly steering to the right. The ego vehicle is driving with normal speed.
A
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708439887558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708439897405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708439878113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708439862404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708439854799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708439870482.jpg" }
212fd4c9c9174635a7ec76051c8eec9e
f694bb78aa7c47b98e6bd2ad1b2329f0
perception
What are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.
There is a red car to the back right of the ego vehicle, a person riding a black motorcycle to the back left of the ego vehicle, a white truck to the back left of the ego vehicle, and a white sedan to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_BACK_RIGHT,0.8854,0.5806>, <c2,CAM_BACK_LEFT,0.1021,0.6861>, <c3,CAM_BACK_LEFT,0.7464,0.5047>, and <c4,CAM_FRONT_RIGHT,0.2667,0.5547>.
[ 2 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986223287525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986223297423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538986223277893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986223262460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986223254844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986223270356.jpg" }
212fd4c9c9174635a7ec76051c8eec9e
f694bb78aa7c47b98e6bd2ad1b2329f0
perception
What is the moving status of object <c1,CAM_BACK_RIGHT,0.8854,0.5806>? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.
A
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986223287525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986223297423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538986223277893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986223262460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986223254844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986223270356.jpg" }
212fd4c9c9174635a7ec76051c8eec9e
f694bb78aa7c47b98e6bd2ad1b2329f0
prediction
Is <c1,CAM_BACK_RIGHT,0.8854,0.5806> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986223287525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986223297423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538986223277893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986223262460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986223254844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986223270356.jpg" }
212fd4c9c9174635a7ec76051c8eec9e
f694bb78aa7c47b98e6bd2ad1b2329f0
planning
What actions could the ego vehicle take based on <c1,CAM_BACK_RIGHT,0.8854,0.5806>? Why take this action and what's the probability?
The action is to turn right because there is no safety issue, and the probability is high.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986223287525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986223297423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538986223277893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986223262460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986223254844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986223270356.jpg" }
212fd4c9c9174635a7ec76051c8eec9e
f694bb78aa7c47b98e6bd2ad1b2329f0
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK_RIGHT,0.8854,0.5806>?
No action taken by the ego vehicle will lead to a collision with <c1,CAM_BACK_RIGHT,0.8854,0.5806>.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986223287525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986223297423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538986223277893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986223262460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986223254844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986223270356.jpg" }
212fd4c9c9174635a7ec76051c8eec9e
f694bb78aa7c47b98e6bd2ad1b2329f0
planning
In this scenario, what are safe actions to take for the ego vehicle?
Turn right and decelerate gradually without braking are safe actions for the ego vehicle in this scenario.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986223287525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986223297423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538986223277893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986223262460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986223254844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986223270356.jpg" }
212fd4c9c9174635a7ec76051c8eec9e
f694bb78aa7c47b98e6bd2ad1b2329f0
behavior
Predict the behavior of the ego vehicle. Please select the correct answer from the following options: A. The ego vehicle is slightly steering to the right. The ego vehicle is driving fast. B. The ego vehicle is going straight. The ego vehicle is not moving. C. The ego vehicle is steering to the right. The ego vehicle is driving slowly. D. The ego vehicle is steering to the left. The ego vehicle is driving with normal speed.
C
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986223287525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986223297423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538986223277893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986223262460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986223254844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986223270356.jpg" }
a25d763258dc4526b52759b3ddaad7ec
b67b4af69b6a46c3bfb1ba76450b0310
perception
What are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.
There is a man with a backpack to the front right of the ego vehicle, a white pickup truck to the back of the ego vehicle, a white sedan to the front of the ego vehicle, and a man riding a bicycle to the front left of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_RIGHT,0.2562,0.5797>, <c2,CAM_BACK,0.3495,0.5814>, <c3,CAM_FRONT,0.2526,0.6797>, and <c4,CAM_FRONT_LEFT,0.8766,0.6574>.
[ 2 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488286687558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488286697405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488286678113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488286662404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488286654799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488286670482.jpg" }
a25d763258dc4526b52759b3ddaad7ec
b67b4af69b6a46c3bfb1ba76450b0310
perception
What is the moving status of object <c2,CAM_BACK,0.3495,0.5814>? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.
A
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488286687558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488286697405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488286678113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488286662404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488286654799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488286670482.jpg" }
a25d763258dc4526b52759b3ddaad7ec
b67b4af69b6a46c3bfb1ba76450b0310
prediction
Is <c1,CAM_FRONT_RIGHT,0.2562,0.5797> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488286687558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488286697405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488286678113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488286662404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488286654799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488286670482.jpg" }
a25d763258dc4526b52759b3ddaad7ec
b67b4af69b6a46c3bfb1ba76450b0310
planning
What actions could the ego vehicle take based on <c1,CAM_FRONT_RIGHT,0.2562,0.5797>? Why take this action and what's the probability?
The action is to keep going at the same speed. The reason is that there is no safety issue. The probability is high.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488286687558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488286697405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488286678113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488286662404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488286654799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488286670482.jpg" }
a25d763258dc4526b52759b3ddaad7ec
b67b4af69b6a46c3bfb1ba76450b0310
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_RIGHT,0.2562,0.5797>?
No such action will lead to a collision.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488286687558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488286697405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488286678113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488286662404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488286654799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488286670482.jpg" }
a25d763258dc4526b52759b3ddaad7ec
b67b4af69b6a46c3bfb1ba76450b0310
planning
In this scenario, what are safe actions to take for the ego vehicle?
Keep going at the same speed and change to the right lane.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488286687558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488286697405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488286678113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488286662404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488286654799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488286670482.jpg" }
a25d763258dc4526b52759b3ddaad7ec
b67b4af69b6a46c3bfb1ba76450b0310
behavior
Predict the behavior of the ego vehicle. Please select the correct answer from the following options: A. The ego vehicle is steering to the right. The ego vehicle is driving with normal speed. B. The ego vehicle is steering to the right. The ego vehicle is driving slowly. C. The ego vehicle is steering to the left. The ego vehicle is driving fast. D. The ego vehicle is slightly steering to the right. The ego vehicle is driving slowly.
D
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488286687558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488286697405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488286678113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488286662404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488286654799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488286670482.jpg" }
e329b73341204af7a9de29e65291ce1c
8a622afe1c5c4ef0b8ceb9addf736137
perception
What are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.
There is a black car to the back of the ego vehicle, a blue pickup truck to the back left of the ego vehicle, a red car to the front of the ego vehicle, and a white sedan car to the front left of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.3239,0.5889>, <c2,CAM_BACK_LEFT,0.4942,0.6787>, <c3,CAM_FRONT,0.0370,0.7203>, and <c4,CAM_FRONT_LEFT,0.4255,0.7314>.
[ 2 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290878287558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290878297405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290878278113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290878262404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290878254804.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290878270482.jpg" }
e329b73341204af7a9de29e65291ce1c
8a622afe1c5c4ef0b8ceb9addf736137
perception
What is the moving status of object <c1,CAM_BACK,0.3239,0.5889>? Please select the correct answer from the following options: A. Turn right. B. Turn left. C. Going ahead.
A
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290878287558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290878297405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290878278113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290878262404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290878254804.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290878270482.jpg" }
e329b73341204af7a9de29e65291ce1c
8a622afe1c5c4ef0b8ceb9addf736137
prediction
Is <c1,CAM_BACK,0.3239,0.5889> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290878287558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290878297405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290878278113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290878262404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290878254804.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290878270482.jpg" }
e329b73341204af7a9de29e65291ce1c
8a622afe1c5c4ef0b8ceb9addf736137
planning
What actions could the ego vehicle take based on <c1,CAM_BACK,0.3239,0.5889>? Why take this action and what's the probability?
The action is to keep going at the same speed. The reason is that there is no safety issue, and the probability is high.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290878287558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290878297405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290878278113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290878262404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290878254804.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290878270482.jpg" }
e329b73341204af7a9de29e65291ce1c
8a622afe1c5c4ef0b8ceb9addf736137
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.3239,0.5889>?
Brake suddenly.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290878287558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290878297405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290878278113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290878262404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290878254804.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290878270482.jpg" }
e329b73341204af7a9de29e65291ce1c
8a622afe1c5c4ef0b8ceb9addf736137
planning
In this scenario, what are safe actions to take for the ego vehicle?
Keep going at the same speed, decelerate gradually without braking.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290878287558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290878297405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290878278113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290878262404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290878254804.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290878270482.jpg" }
e329b73341204af7a9de29e65291ce1c
8a622afe1c5c4ef0b8ceb9addf736137
behavior
Predict the behavior of the ego vehicle. Please select the correct answer from the following options: A. The ego vehicle is slightly steering to the left. The ego vehicle is driving fast. B. The ego vehicle is slightly steering to the right. The ego vehicle is driving fast. C. The ego vehicle is steering to the right. The ego vehicle is driving slowly. D. The ego vehicle is slightly steering to the left. The ego vehicle is driving slowly.
B
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290878287558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290878297405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290878278113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290878262404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290878254804.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290878270482.jpg" }
b886756c3fd641eeba9dda3932e196c0
d3f914f3a4a9477a9070d34db98440bc
perception
What are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.
There is a white SUV to the back of the ego vehicle, a man wearing white clothes to the back right of the ego vehicle, and a man wearing black clothes to the back left of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.3263,0.6722>, <c2,CAM_BACK_RIGHT,0.0886,0.7453>, and <c3,CAM_BACK_LEFT,0.9483,0.6769>.
[ 2 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663026937525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663026947423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532663026927893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663026912460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663026904844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663026920339.jpg" }
b886756c3fd641eeba9dda3932e196c0
d3f914f3a4a9477a9070d34db98440bc
perception
What is the moving status of object <c1,CAM_BACK,0.3263,0.6722>? Please select the correct answer from the following options: A. Turn left. B. Turn right. C. Going ahead.
B
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663026937525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663026947423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532663026927893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663026912460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663026904844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663026920339.jpg" }
b886756c3fd641eeba9dda3932e196c0
d3f914f3a4a9477a9070d34db98440bc
prediction
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?
Firstly, notice that a man wearing black clothes at left rear camera. The object is stationary, so the ego vehicle should keep going ahead at the same speed. Secondly, notice that a man wearing white clothes at right rear camera. The object is going ahead, so the ego vehicle should keep going ahead at the same speed. Thirdly, notice that white suv at back camera. The object is turning right, so the ego vehicle should keep going ahead at the same speed.
[ 3 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663026937525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663026947423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532663026927893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663026912460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663026904844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663026920339.jpg" }
b886756c3fd641eeba9dda3932e196c0
d3f914f3a4a9477a9070d34db98440bc
prediction
Is <c1,CAM_BACK,0.3263,0.6722> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663026937525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663026947423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532663026927893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663026912460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663026904844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663026920339.jpg" }
b886756c3fd641eeba9dda3932e196c0
d3f914f3a4a9477a9070d34db98440bc
planning
What actions could the ego vehicle take based on <c1,CAM_BACK,0.3263,0.6722>? Why take this action and what's the probability?
The action is to keep going at the same speed. The reason is that there is no safety issue. The probability is high.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663026937525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663026947423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532663026927893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663026912460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663026904844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663026920339.jpg" }
b886756c3fd641eeba9dda3932e196c0
d3f914f3a4a9477a9070d34db98440bc
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.3263,0.6722>?
Brake suddenly.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663026937525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663026947423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532663026927893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663026912460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663026904844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663026920339.jpg" }
b886756c3fd641eeba9dda3932e196c0
d3f914f3a4a9477a9070d34db98440bc
planning
In this scenario, what are safe actions to take for the ego vehicle?
Turn right, decelerate gradually without braking.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663026937525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663026947423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532663026927893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663026912460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663026904844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663026920339.jpg" }
b886756c3fd641eeba9dda3932e196c0
d3f914f3a4a9477a9070d34db98440bc
behavior
Predict the behavior of the ego vehicle. Please select the correct answer from the following options: A. The ego vehicle is steering to the right. The ego vehicle is driving with normal speed. B. The ego vehicle is steering to the right. The ego vehicle is driving slowly. C. The ego vehicle is slightly steering to the right. The ego vehicle is driving slowly. D. The ego vehicle is slightly steering to the left. The ego vehicle is driving very fast.
C
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663026937525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663026947423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532663026927893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663026912460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663026904844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663026920339.jpg" }
e2d9a52b37bd4b63b913777ef77b2d4f
70b4c26f830c4b8b8be56ca40d91d846
perception
What are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.
There is a blue SUV to the back of the ego vehicle, a white van to the front left of the ego vehicle, a pedestrian wearing a white shirt to the front of the ego vehicle, and a black sedan to the back of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.4239,0.5861>, <c2,CAM_FRONT_LEFT,0.2411,0.3547>, <c3,CAM_FRONT,0.3886,0.5686>, and <c4,CAM_BACK,0.2807,0.6139>.
[ 2 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985576437525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985576447423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985576427893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985576412460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985576404844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985576420339.jpg" }
e2d9a52b37bd4b63b913777ef77b2d4f
70b4c26f830c4b8b8be56ca40d91d846
perception
What is the moving status of object <c1,CAM_BACK,0.4239,0.5861>? Please select the correct answer from the following options: A. Turn right. B. Turn left. C. Going ahead.
A
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985576437525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985576447423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985576427893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985576412460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985576404844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985576420339.jpg" }
e2d9a52b37bd4b63b913777ef77b2d4f
70b4c26f830c4b8b8be56ca40d91d846
prediction
Is <c1,CAM_BACK,0.4239,0.5861> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985576437525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985576447423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985576427893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985576412460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985576404844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985576420339.jpg" }
e2d9a52b37bd4b63b913777ef77b2d4f
70b4c26f830c4b8b8be56ca40d91d846
planning
What actions could the ego vehicle take based on <c1,CAM_BACK,0.4239,0.5861>? Why take this action and what's the probability?
The action is to turn left, the reason is to follow the traffic rules, high probability.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985576437525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985576447423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985576427893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985576412460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985576404844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985576420339.jpg" }
e2d9a52b37bd4b63b913777ef77b2d4f
70b4c26f830c4b8b8be56ca40d91d846
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.4239,0.5861>?
Back up.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985576437525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985576447423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985576427893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985576412460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985576404844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985576420339.jpg" }
e2d9a52b37bd4b63b913777ef77b2d4f
70b4c26f830c4b8b8be56ca40d91d846
planning
In this scenario, what are safe actions to take for the ego vehicle?
Turning left, slightly offsetting to the left, or slightly offsetting to the right are safe actions for the ego vehicle in this scenario.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985576437525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985576447423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985576427893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985576412460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985576404844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985576420339.jpg" }
e2d9a52b37bd4b63b913777ef77b2d4f
70b4c26f830c4b8b8be56ca40d91d846
behavior
Predict the behavior of the ego vehicle. Please select the correct answer from the following options: A. The ego vehicle is steering to the right. The ego vehicle is driving with normal speed. B. The ego vehicle is going straight. The ego vehicle is driving fast. C. The ego vehicle is going straight. The ego vehicle is driving very fast. D. The ego vehicle is slightly steering to the right. The ego vehicle is driving fast.
B
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985576437525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985576447423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985576427893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985576412460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985576404844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985576420339.jpg" }
84f4c0747550493f959595dae6785cd3
d100b9b08be9440498d7abf933732f5f
perception
What are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.
There is a yellow and white bus to the back of the ego vehicle, a walking person to the front left of the ego vehicle, a black sedan to the back of the ego vehicle, a walking person to the back of the ego vehicle, a black car to the back left of the ego vehicle, and a silver sedan to the back of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.4974,0.5361>, <c2,CAM_FRONT_LEFT,0.1516,0.6009>, <c3,CAM_BACK,0.6683,0.5731>, <c4,CAM_BACK,0.1964,0.5778>, <c5,CAM_BACK_LEFT,0.5495,0.7453>, and <c6,CAM_BACK,0.8824,0.6116>.
[ 2 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729275037558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729275047405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729275028113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729275012404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729275004799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729275020482.jpg" }
84f4c0747550493f959595dae6785cd3
d100b9b08be9440498d7abf933732f5f
perception
What is the moving status of object <c1,CAM_BACK,0.4974,0.5361>? Please select the correct answer from the following options: A. Turn right. B. Turn left. C. Going ahead.
A
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729275037558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729275047405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729275028113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729275012404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729275004799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729275020482.jpg" }
84f4c0747550493f959595dae6785cd3
d100b9b08be9440498d7abf933732f5f
prediction
Is <c1,CAM_BACK,0.4974,0.5361> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729275037558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729275047405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729275028113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729275012404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729275004799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729275020482.jpg" }
84f4c0747550493f959595dae6785cd3
d100b9b08be9440498d7abf933732f5f
planning
What actions could the ego vehicle take based on <c1,CAM_BACK,0.4974,0.5361>? Why take this action and what's the probability?
The action is to keep going at the same speed. The reason is that there is no safety issue. The probability of this action is high.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729275037558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729275047405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729275028113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729275012404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729275004799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729275020482.jpg" }
84f4c0747550493f959595dae6785cd3
d100b9b08be9440498d7abf933732f5f
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.4974,0.5361>?
Back up.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729275037558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729275047405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729275028113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729275012404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729275004799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729275020482.jpg" }
84f4c0747550493f959595dae6785cd3
d100b9b08be9440498d7abf933732f5f
planning
In this scenario, what are safe actions to take for the ego vehicle?
Decelerate gradually without braking; keep going at the same speed.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729275037558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729275047405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729275028113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729275012404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729275004799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729275020482.jpg" }
84f4c0747550493f959595dae6785cd3
d100b9b08be9440498d7abf933732f5f
behavior
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 with normal speed. B. The ego vehicle is steering to the right. The ego vehicle is driving very fast. C. The ego vehicle is going straight. The ego vehicle is driving fast. D. The ego vehicle is steering to the left. The ego vehicle is driving with normal speed.
C
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729275037558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729275047405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729275028113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729275012404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729275004799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729275020482.jpg" }
54cdaaae372d421fa4734d66f51a8c48
1b45a97a0e5e49fe9cd345dd4bd729c3
perception
What are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.
There is a white sedan car to the front of the ego vehicle, a blue sedan to the front right of the ego vehicle, a white sedan to the front right of the ego vehicle, a white van to the front of the ego vehicle, and a red light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.4797,0.5703>, <c2,CAM_FRONT_RIGHT,0.2625,0.6000>, <c3,CAM_FRONT_RIGHT,0.4922,0.5880>, <c4,CAM_FRONT,0.0083,0.5278>, and <c5,CAM_FRONT,0.4441,0.3788>.
[ 2 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280042637525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280042647423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280042627893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280042612460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280042604844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280042620339.jpg" }
54cdaaae372d421fa4734d66f51a8c48
1b45a97a0e5e49fe9cd345dd4bd729c3
perception
What is the moving status of object <c1,CAM_FRONT,0.4797,0.5703>? Please select the correct answer from the following options: A. Going ahead. B. Turn right. C. Turn left.
B
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280042637525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280042647423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280042627893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280042612460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280042604844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280042620339.jpg" }
54cdaaae372d421fa4734d66f51a8c48
1b45a97a0e5e49fe9cd345dd4bd729c3
prediction
Is <c1,CAM_FRONT,0.4797,0.5703> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280042637525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280042647423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280042627893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280042612460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280042604844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280042620339.jpg" }
54cdaaae372d421fa4734d66f51a8c48
1b45a97a0e5e49fe9cd345dd4bd729c3
planning
What actions could the ego vehicle take based on <c1,CAM_FRONT,0.4797,0.5703>? Why take this action and what's the probability?
The action is to remain stationary. The reason for this action is to follow the traffic rules. The probability of this action is high.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280042637525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280042647423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280042627893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280042612460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280042604844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280042620339.jpg" }
54cdaaae372d421fa4734d66f51a8c48
1b45a97a0e5e49fe9cd345dd4bd729c3
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.4797,0.5703>?
Accelerating and going straight.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280042637525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280042647423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280042627893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280042612460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280042604844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280042620339.jpg" }
54cdaaae372d421fa4734d66f51a8c48
1b45a97a0e5e49fe9cd345dd4bd729c3
planning
In this scenario, what are safe actions to take for the ego vehicle?
Brake gently to a stop, slightly offset to the right, and slightly offset to the left.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280042637525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280042647423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280042627893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280042612460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280042604844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280042620339.jpg" }
54cdaaae372d421fa4734d66f51a8c48
1b45a97a0e5e49fe9cd345dd4bd729c3
behavior
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 very fast. B. The ego vehicle is going straight. The ego vehicle is driving very fast. C. The ego vehicle is going straight. The ego vehicle is not moving. D. The ego vehicle is steering to the left. The ego vehicle is driving slowly.
C
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280042637525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280042647423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280042627893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280042612460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280042604844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280042620339.jpg" }
6b6a24b7ae6b40ee95d60918f7f4cb2e
c042a09f7f3a4585b253e29552117b45
perception
What are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.
There is a white sedan car to the front right of the ego vehicle, a black sedan to the back right of the ego vehicle, a black car to the back of the ego vehicle, a truck to the front of the ego vehicle, and a red light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_RIGHT,0.0172,0.6203>, <c2,CAM_BACK_RIGHT,0.5005,0.7630>, <c3,CAM_BACK,0.5526,0.7037>, <c4,CAM_FRONT,0.2484,0.5444>, and <c5,CAM_FRONT,0.5467,0.3571>.
[ 2 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297072887558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297072897405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297072878113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297072862404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297072854799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297072870482.jpg" }
6b6a24b7ae6b40ee95d60918f7f4cb2e
c042a09f7f3a4585b253e29552117b45
perception
What is the moving status of object <c1,CAM_FRONT_RIGHT,0.0172,0.6203>? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.
A
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297072887558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297072897405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297072878113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297072862404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297072854799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297072870482.jpg" }
6b6a24b7ae6b40ee95d60918f7f4cb2e
c042a09f7f3a4585b253e29552117b45
prediction
Is <c1,CAM_FRONT_RIGHT,0.0172,0.6203> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297072887558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297072897405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297072878113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297072862404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297072854799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297072870482.jpg" }
6b6a24b7ae6b40ee95d60918f7f4cb2e
c042a09f7f3a4585b253e29552117b45
planning
What actions could the ego vehicle take based on <c1,CAM_FRONT_RIGHT,0.0172,0.6203>? Why take this action and what's the probability?
The action is to remain stationary. The reason for taking this action is to follow the traffic rules. The probability of taking this action is high.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297072887558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297072897405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297072878113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297072862404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297072854799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297072870482.jpg" }
6b6a24b7ae6b40ee95d60918f7f4cb2e
c042a09f7f3a4585b253e29552117b45
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_RIGHT,0.0172,0.6203>?
No such action will lead to a collision.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297072887558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297072897405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297072878113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297072862404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297072854799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297072870482.jpg" }
6b6a24b7ae6b40ee95d60918f7f4cb2e
c042a09f7f3a4585b253e29552117b45
planning
In this scenario, what are safe actions to take for the ego vehicle?
Brake gently to a stop.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297072887558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297072897405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297072878113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297072862404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297072854799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297072870482.jpg" }
6b6a24b7ae6b40ee95d60918f7f4cb2e
c042a09f7f3a4585b253e29552117b45
behavior
Predict the behavior of the ego vehicle. Please select the correct answer from the following options: A. The ego vehicle is going straight. The ego vehicle is not moving. B. The ego vehicle is slightly steering to the right. The ego vehicle is driving very fast. C. The ego vehicle is going straight. The ego vehicle is driving very fast. D. The ego vehicle is slightly steering to the right. The ego vehicle is driving with normal speed.
A
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297072887558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297072897405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297072878113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297072862404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297072854799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297072870482.jpg" }
798e8504b4364d378270333a349ef508
2845ebeeef274d59862d9f5384368db9
perception
What are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.
There is a green construction vehicle to the front of the ego vehicle, a silver van to the front of the ego vehicle, and a white sedan to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.2179,0.5042>, <c2,CAM_FRONT,0.3786,0.5408>, and <c3,CAM_FRONT,0.4755,0.5231>.
[ 2 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402045887525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402045897423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402045877893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402045862460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402045854844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402045870339.jpg" }
798e8504b4364d378270333a349ef508
2845ebeeef274d59862d9f5384368db9
perception
What is the moving status of object <c3,CAM_FRONT,0.4755,0.5231>? Please select the correct answer from the following options: A. Turn right. B. Turn left. C. Going ahead.
A
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402045887525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402045897423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402045877893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402045862460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402045854844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402045870339.jpg" }
798e8504b4364d378270333a349ef508
2845ebeeef274d59862d9f5384368db9
prediction
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?
First, notice silver van at front camera, which is stationary, so the ego vehicle should move forward at a constant speed. Second, notice green construction vehicle at front camera, which is also stationary, so the ego vehicle should continue moving forward at a constant speed. Lastly, notice white sedan at front camera, which is in a right turn state, so the ego vehicle should remain stationary move forward at a constant speed.
[ 3 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402045887525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402045897423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402045877893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402045862460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402045854844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402045870339.jpg" }
798e8504b4364d378270333a349ef508
2845ebeeef274d59862d9f5384368db9
prediction
Is <c1,CAM_FRONT,0.2179,0.5042> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402045887525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402045897423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402045877893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402045862460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402045854844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402045870339.jpg" }
798e8504b4364d378270333a349ef508
2845ebeeef274d59862d9f5384368db9
planning
What actions could the ego vehicle take based on <c1,CAM_FRONT,0.2179,0.5042>? Why take this action and what's the probability?
The action is to keep going at the same speed. The reason is that there is no safety issue. The probability of this action is high.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402045887525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402045897423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402045877893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402045862460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402045854844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402045870339.jpg" }
798e8504b4364d378270333a349ef508
2845ebeeef274d59862d9f5384368db9
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.2179,0.5042>?
Sharp left turn.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402045887525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402045897423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402045877893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402045862460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402045854844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402045870339.jpg" }
798e8504b4364d378270333a349ef508
2845ebeeef274d59862d9f5384368db9
planning
In this scenario, what are safe actions to take for the ego vehicle?
Keep going at the same speed, brake suddenly, brake gently to a stop, decelerate gradually without braking, slightly offset to the right, change to the right lane, turn right.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402045887525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402045897423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402045877893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402045862460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402045854844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402045870339.jpg" }
798e8504b4364d378270333a349ef508
2845ebeeef274d59862d9f5384368db9
behavior
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 fast. B. The ego vehicle is steering to the right. The ego vehicle is driving very fast. C. The ego vehicle is going straight. The ego vehicle is driving with normal speed. D. The ego vehicle is slightly steering to the right. The ego vehicle is driving very fast.
C
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402045887525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402045897423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402045877893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402045862460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402045854844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402045870339.jpg" }
6207269cb9474c14b01f9610b2ee30aa
c42eec2e6901462ca66b926d1154cc44
perception
What are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.
There is a white truck to the back of the ego vehicle, a white sedan to the front left of the ego vehicle, a brown car to the back of the ego vehicle, and a white sedan to the back left of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.5344,0.5009>, <c2,CAM_FRONT_LEFT,0.6552,0.5703>, <c3,CAM_BACK,0.9366,0.5776>, and <c4,CAM_BACK_LEFT,0.6458,0.6056>.
[ 2 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533582489687563.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533582489697408.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_BACK_RIGHT__1533582489678113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533582489662404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533582489654799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533582489670482.jpg" }
6207269cb9474c14b01f9610b2ee30aa
c42eec2e6901462ca66b926d1154cc44
perception
What is the moving status of object <c1,CAM_BACK,0.5344,0.5009>? Please select the correct answer from the following options: A. Turn right. B. Turn left. C. Going ahead.
A
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533582489687563.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533582489697408.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_BACK_RIGHT__1533582489678113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533582489662404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533582489654799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533582489670482.jpg" }
6207269cb9474c14b01f9610b2ee30aa
c42eec2e6901462ca66b926d1154cc44
prediction
Is <c1,CAM_BACK,0.5344,0.5009> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533582489687563.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533582489697408.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_BACK_RIGHT__1533582489678113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533582489662404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533582489654799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533582489670482.jpg" }
6207269cb9474c14b01f9610b2ee30aa
c42eec2e6901462ca66b926d1154cc44
planning
What actions could the ego vehicle take based on <c1,CAM_BACK,0.5344,0.5009>? Why take this action and what's the probability?
The action is to keep going at the same speed. The reason is that there is no safety issue. The probability is high.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533582489687563.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533582489697408.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_BACK_RIGHT__1533582489678113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533582489662404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533582489654799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533582489670482.jpg" }
6207269cb9474c14b01f9610b2ee30aa
c42eec2e6901462ca66b926d1154cc44
planning
What actions taken by the ego vehicle can lead to a collision with <c2,CAM_FRONT_LEFT,0.6552,0.5703>?
No such action will lead to a collision.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533582489687563.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533582489697408.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_BACK_RIGHT__1533582489678113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533582489662404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533582489654799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533582489670482.jpg" }
6207269cb9474c14b01f9610b2ee30aa
c42eec2e6901462ca66b926d1154cc44
planning
In this scenario, what are safe actions to take for the ego vehicle?
Decelerate gradually without braking; brake gently to a stop.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533582489687563.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533582489697408.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_BACK_RIGHT__1533582489678113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533582489662404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533582489654799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533582489670482.jpg" }
6207269cb9474c14b01f9610b2ee30aa
c42eec2e6901462ca66b926d1154cc44
behavior
Predict the behavior of the ego vehicle. Please select the correct answer from the following options: A. The ego vehicle is going straight. The ego vehicle is driving very fast. B. The ego vehicle is going straight. The ego vehicle is not moving. C. The ego vehicle is steering to the right. The ego vehicle is driving very fast. D. The ego vehicle is steering to the left. The ego vehicle is driving slowly.
B
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533582489687563.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533582489697408.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_BACK_RIGHT__1533582489678113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533582489662404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533582489654799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533582489670482.jpg" }
c2d5a5e7f7dc4e12b967fff22a0e1bf1
7b9d2655d07f41a081fb2d133d93d625
perception
What are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.
There is a black car to the back right of the ego vehicle, a white sedan to the front right of the ego vehicle, a black sedan to the front left of the ego vehicle, a black sedan to the back of the ego vehicle, a white and yellow commercial vehicle to the front right of the ego vehicle, and a white sedan to the front left of the ego vehicle. The IDs of these objects are <c1,CAM_BACK_RIGHT,0.3781,0.7686>, <c2,CAM_FRONT_RIGHT,0.2234,0.7194>, <c3,CAM_FRONT_LEFT,0.8271,0.7436>, <c5,CAM_BACK,0.4000,0.6102>, <c6,CAM_FRONT_RIGHT,0.4229,0.7398>, and <c4,CAM_FRONT_LEFT,0.5964,0.7444>.
[ 2 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845613287525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845613297423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845613277893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845613262460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845613254844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845613270339.jpg" }
c2d5a5e7f7dc4e12b967fff22a0e1bf1
7b9d2655d07f41a081fb2d133d93d625
perception
What is the moving status of object <c5,CAM_BACK,0.4000,0.6102>? Please select the correct answer from the following options: A. Turn left. B. Turn right. C. Going ahead.
B
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845613287525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845613297423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845613277893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845613262460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845613254844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845613270339.jpg" }
c2d5a5e7f7dc4e12b967fff22a0e1bf1
7b9d2655d07f41a081fb2d133d93d625
prediction
Is <c1,CAM_BACK_RIGHT,0.3781,0.7686> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845613287525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845613297423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845613277893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845613262460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845613254844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845613270339.jpg" }
c2d5a5e7f7dc4e12b967fff22a0e1bf1
7b9d2655d07f41a081fb2d133d93d625
planning
What actions could the ego vehicle take based on <c1,CAM_BACK_RIGHT,0.3781,0.7686>? Why take this action and what's the probability?
The action is to keep going at the same speed; the reason is that there is no safety issue. The probability is high.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845613287525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845613297423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845613277893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845613262460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845613254844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845613270339.jpg" }
c2d5a5e7f7dc4e12b967fff22a0e1bf1
7b9d2655d07f41a081fb2d133d93d625
planning
What actions taken by the ego vehicle can lead to a collision with <c2,CAM_FRONT_RIGHT,0.2234,0.7194>?
Moderate right turn.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845613287525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845613297423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845613277893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845613262460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845613254844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845613270339.jpg" }
c2d5a5e7f7dc4e12b967fff22a0e1bf1
7b9d2655d07f41a081fb2d133d93d625
planning
In this scenario, what are safe actions to take for the ego vehicle?
Keep going at the same speed, decelerate gradually without braking.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845613287525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845613297423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845613277893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845613262460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845613254844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845613270339.jpg" }
c2d5a5e7f7dc4e12b967fff22a0e1bf1
7b9d2655d07f41a081fb2d133d93d625
behavior
Predict the behavior of the ego vehicle. Please select the correct answer from the following options: A. The ego vehicle is steering to the right. The ego vehicle is driving fast. B. The ego vehicle is steering to the right. The ego vehicle is driving very fast. C. The ego vehicle is going straight. The ego vehicle is driving with normal speed. D. The ego vehicle is slightly steering to the right. The ego vehicle is driving very fast.
C
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845613287525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845613297423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845613277893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845613262460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845613254844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845613270339.jpg" }
c2d5a5e7f7dc4e12b967fff22a0e1bf1
7a8188fded5b4e53b449effb2739d3b6
perception
What are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.
There is a black pants pedestrian to the front of the ego vehicle, a black sedan to the front right of the ego vehicle, a gray sedan to the front of the ego vehicle, a black pants pedestrian to the front of the ego vehicle, a red and white cone bucket to the front left of the ego vehicle, and a black car to the back of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.4245,0.6148>, <c2,CAM_FRONT_RIGHT,0.2583,0.8028>, <c3,CAM_FRONT,0.2505,0.6842>, <c4,CAM_FRONT,0.4677,0.6370>, <c5,CAM_FRONT_LEFT,0.8161,0.8519>, and <c6,CAM_BACK,0.7978,0.7722>.
[ 2 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845625637525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845625647423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845625627893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845625612460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845625604844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845625620339.jpg" }
c2d5a5e7f7dc4e12b967fff22a0e1bf1
7a8188fded5b4e53b449effb2739d3b6
perception
What is the moving status of object <c1,CAM_FRONT,0.4245,0.6148>? Please select the correct answer from the following options: A. Turn left. B. Turn right. C. Going ahead.
B
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845625637525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845625647423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845625627893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845625612460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845625604844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845625620339.jpg" }
c2d5a5e7f7dc4e12b967fff22a0e1bf1
7a8188fded5b4e53b449effb2739d3b6
prediction
Is <c1,CAM_FRONT,0.4245,0.6148> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845625637525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845625647423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845625627893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845625612460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845625604844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845625620339.jpg" }
c2d5a5e7f7dc4e12b967fff22a0e1bf1
7a8188fded5b4e53b449effb2739d3b6
planning
What actions could the ego vehicle take based on <c1,CAM_FRONT,0.4245,0.6148>? Why take this action and what's the probability?
The action is to remain stationary. The reason for this action is that there is no safety issue. The probability of this action is high.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845625637525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845625647423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845625627893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845625612460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845625604844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845625620339.jpg" }
c2d5a5e7f7dc4e12b967fff22a0e1bf1
7a8188fded5b4e53b449effb2739d3b6
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.4245,0.6148>?
Accelerate and go straight can lead to a collision with <c1,CAM_FRONT,0.4245,0.6148>.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845625637525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845625647423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845625627893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845625612460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845625604844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845625620339.jpg" }