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174 values
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200 values
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4 values
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1
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dict
ab8bf18dfce14db4b8213b88f5dc1429
e2143daf5b154add8ded09798da8d34e
prediction
Is <c1,CAM_FRONT,0.3948,0.5592> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728953937558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728953947405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728953928113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728953912404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728953904799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728953920482.jpg" }
ab8bf18dfce14db4b8213b88f5dc1429
e2143daf5b154add8ded09798da8d34e
planning
What actions could the ego vehicle take based on <c1,CAM_FRONT,0.3948,0.5592>? Why take this action and what's the probability?
The action is to brake gently to a stop, the reason is to follow the traffic rules, high.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728953937558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728953947405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728953928113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728953912404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728953904799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728953920482.jpg" }
ab8bf18dfce14db4b8213b88f5dc1429
e2143daf5b154add8ded09798da8d34e
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.3948,0.5592>?
Moderate left turn.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728953937558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728953947405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728953928113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728953912404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728953904799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728953920482.jpg" }
ab8bf18dfce14db4b8213b88f5dc1429
e2143daf5b154add8ded09798da8d34e
planning
In this scenario, what are safe actions to take for the ego vehicle?
Brake gently to a stop, or keep going at the same speed.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728953937558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728953947405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728953928113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728953912404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728953904799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728953920482.jpg" }
ab8bf18dfce14db4b8213b88f5dc1429
e2143daf5b154add8ded09798da8d34e
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 not moving. D. The ego vehicle is slightly steering to the right. The ego vehicle is driving very fast.
B
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728953937558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728953947405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728953928113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728953912404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728953904799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728953920482.jpg" }
210add02013a4dfa84b7c5e23058781f
74f9577414b745b0b0dcf3b241f2f0a7
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 front of the ego vehicle, a black sedan to the front of the ego vehicle, a black van to the back of the ego vehicle, and a red SUV to the front left of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.5377,0.5278>, <c2,CAM_FRONT,0.2714,0.5917>, <c3,CAM_BACK,0.5583,0.5842>, and <c4,CAM_FRONT_LEFT,0.6823,0.6389>.
[ 2 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621923637558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621923647405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621923628113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621923612404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621923604799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621923620482.jpg" }
210add02013a4dfa84b7c5e23058781f
74f9577414b745b0b0dcf3b241f2f0a7
perception
What is the moving status of object <c2,CAM_FRONT,0.2714,0.5917>? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.
A
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621923637558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621923647405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621923628113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621923612404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621923604799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621923620482.jpg" }
210add02013a4dfa84b7c5e23058781f
74f9577414b745b0b0dcf3b241f2f0a7
prediction
Is <c1,CAM_FRONT,0.5377,0.5278> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621923637558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621923647405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621923628113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621923612404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621923604799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621923620482.jpg" }
210add02013a4dfa84b7c5e23058781f
74f9577414b745b0b0dcf3b241f2f0a7
planning
What actions could the ego vehicle take based on <c1,CAM_FRONT,0.5377,0.5278>? Why take this action and what's the probability?
The action is to brake gently to a stop. The reason is to maintain a safe distance, which is high.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621923637558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621923647405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621923628113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621923612404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621923604799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621923620482.jpg" }
210add02013a4dfa84b7c5e23058781f
74f9577414b745b0b0dcf3b241f2f0a7
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.5377,0.5278>?
Accelerating and going straight.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621923637558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621923647405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621923628113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621923612404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621923604799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621923620482.jpg" }
210add02013a4dfa84b7c5e23058781f
74f9577414b745b0b0dcf3b241f2f0a7
planning
In this scenario, what are safe actions to take for the ego vehicle?
Brake gently to a stop and change to the right lane.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621923637558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621923647405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621923628113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621923612404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621923604799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621923620482.jpg" }
210add02013a4dfa84b7c5e23058781f
74f9577414b745b0b0dcf3b241f2f0a7
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 slowly. 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 very fast. D. The ego vehicle is steering to the left. The ego vehicle is driving slowly.
A
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621923637558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621923647405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621923628113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621923612404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621923604799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621923620482.jpg" }
643ee37539844cb2b0453fd031a3afdd
12a0559497ae4592b3e061a591f7c35e
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 of the ego vehicle, a gray SUV to the back right of the ego vehicle, a black sedan to the back of the ego vehicle, a white truck to the front of the ego vehicle, and a gray sedan to the back left of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.1380,0.6037>, <c2,CAM_BACK_RIGHT,0.7531,0.7056>, <c3,CAM_BACK,0.5573,0.5870>, <c4,CAM_FRONT,0.6964,0.4991>, and <c5,CAM_BACK_LEFT,0.2594,0.6824>.
[ 2 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659488537558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659488547405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535659488528113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659488512404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659488504799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659488520482.jpg" }
643ee37539844cb2b0453fd031a3afdd
12a0559497ae4592b3e061a591f7c35e
perception
What is the moving status of object <c3,CAM_BACK,0.5573,0.5870>? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.
A
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659488537558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659488547405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535659488528113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659488512404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659488504799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659488520482.jpg" }
643ee37539844cb2b0453fd031a3afdd
12a0559497ae4592b3e061a591f7c35e
prediction
Is <c1,CAM_FRONT,0.1380,0.6037> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659488537558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659488547405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535659488528113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659488512404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659488504799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659488520482.jpg" }
643ee37539844cb2b0453fd031a3afdd
12a0559497ae4592b3e061a591f7c35e
planning
What actions could the ego vehicle take based on <c1,CAM_FRONT,0.1380,0.6037>? 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, with a high probability.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659488537558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659488547405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535659488528113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659488512404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659488504799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659488520482.jpg" }
643ee37539844cb2b0453fd031a3afdd
12a0559497ae4592b3e061a591f7c35e
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.1380,0.6037>?
No action taken by the ego vehicle will lead to a collision with <c1,CAM_FRONT,0.1380,0.6037>.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659488537558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659488547405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535659488528113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659488512404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659488504799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659488520482.jpg" }
643ee37539844cb2b0453fd031a3afdd
12a0559497ae4592b3e061a591f7c35e
planning
In this scenario, what are safe actions to take for the ego vehicle?
Keep going at the same speed, slightly offset to the left, and slightly offset to the right.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659488537558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659488547405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535659488528113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659488512404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659488504799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659488520482.jpg" }
643ee37539844cb2b0453fd031a3afdd
12a0559497ae4592b3e061a591f7c35e
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 very fast. B. The ego vehicle is going straight. The ego vehicle is driving 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 very fast.
B
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659488537558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659488547405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535659488528113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659488512404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659488504799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659488520482.jpg" }
d0b2d916178a402a842c88f394d7d7e8
f1999ab870cc478db4a5bba7787564e7
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 pedestrian riding a motorcycle to the back left of the ego vehicle, a black sedan to the back of the ego vehicle, a no entry to the back left of the ego vehicle, and a go straight and turn left to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_BACK_LEFT,0.7995,0.5463>, <c2,CAM_BACK,0.6000,0.6120>, <c3,CAM_BACK_LEFT,0.7406,0.5169>, and <c4,CAM_FRONT_RIGHT,0.5033,0.6594>.
[ 2 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115026037525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115026047423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_BACK_RIGHT__1533115026027893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115026012460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115026004844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115026020339.jpg" }
d0b2d916178a402a842c88f394d7d7e8
f1999ab870cc478db4a5bba7787564e7
perception
What is the moving status of object <c1,CAM_BACK_LEFT,0.7995,0.5463>? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.
A
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115026037525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115026047423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_BACK_RIGHT__1533115026027893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115026012460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115026004844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115026020339.jpg" }
d0b2d916178a402a842c88f394d7d7e8
f1999ab870cc478db4a5bba7787564e7
prediction
Is <c1,CAM_BACK_LEFT,0.7995,0.5463> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115026037525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115026047423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_BACK_RIGHT__1533115026027893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115026012460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115026004844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115026020339.jpg" }
d0b2d916178a402a842c88f394d7d7e8
f1999ab870cc478db4a5bba7787564e7
planning
What actions could the ego vehicle take based on <c1,CAM_BACK_LEFT,0.7995,0.5463>? 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, high.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115026037525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115026047423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_BACK_RIGHT__1533115026027893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115026012460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115026004844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115026020339.jpg" }
d0b2d916178a402a842c88f394d7d7e8
f1999ab870cc478db4a5bba7787564e7
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK_LEFT,0.7995,0.5463>?
No such action will lead to a collision.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115026037525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115026047423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_BACK_RIGHT__1533115026027893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115026012460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115026004844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115026020339.jpg" }
d0b2d916178a402a842c88f394d7d7e8
f1999ab870cc478db4a5bba7787564e7
planning
In this scenario, what are safe actions to take for the ego vehicle?
Brake suddenly, brake gently to a stop, decelerate gradually without braking, slightly offset to the left, slightly offset to the right, change to the right lane, turn right, turn left, or change to the left lane are safe actions to take for the ego vehicle in this scenario.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115026037525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115026047423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_BACK_RIGHT__1533115026027893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115026012460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115026004844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115026020339.jpg" }
d0b2d916178a402a842c88f394d7d7e8
f1999ab870cc478db4a5bba7787564e7
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 going straight. The ego vehicle is not moving. C. The ego vehicle is slightly steering to the left. The ego vehicle is driving very fast. D. The ego vehicle is slightly steering to the left. The ego vehicle is driving fast.
B
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115026037525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115026047423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_BACK_RIGHT__1533115026027893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115026012460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115026004844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115026020339.jpg" }
2bd47eabb64d4499862388cec180a7d1
7d9df87d81e6443489a1e1c783f0fdaa
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 front left of the ego vehicle, a black car to the back of the ego vehicle, and a black SUV to the front left of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_LEFT,0.1766,0.6287>, <c2,CAM_BACK,0.5239,0.5981>, and <c3,CAM_FRONT_LEFT,0.6844,0.6491>.
[ 2 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478858137558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478858147405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_BACK_RIGHT__1535478858128113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478858112404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478858104799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478858120482.jpg" }
2bd47eabb64d4499862388cec180a7d1
7d9df87d81e6443489a1e1c783f0fdaa
perception
What is the moving status of object <c2,CAM_BACK,0.5239,0.5981>? Please select the correct answer from the following options: A. Going ahead. B. Turn right. C. Turn left.
A
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478858137558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478858147405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_BACK_RIGHT__1535478858128113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478858112404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478858104799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478858120482.jpg" }
2bd47eabb64d4499862388cec180a7d1
7d9df87d81e6443489a1e1c783f0fdaa
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 black suv at left camera. The object is going ahead, so the ego vehicle should keep going ahead at the same speed. Secondly, notice that black car at left camera. The object is stationary, so the ego vehicle should keep going ahead at the same speed. Thirdly, notice that black car at back camera. The object is going ahead, so the ego vehicle should keep going ahead at the same speed.
[ 3 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478858137558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478858147405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_BACK_RIGHT__1535478858128113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478858112404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478858104799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478858120482.jpg" }
2bd47eabb64d4499862388cec180a7d1
7d9df87d81e6443489a1e1c783f0fdaa
prediction
Is <c1,CAM_FRONT_LEFT,0.1766,0.6287> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478858137558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478858147405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_BACK_RIGHT__1535478858128113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478858112404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478858104799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478858120482.jpg" }
2bd47eabb64d4499862388cec180a7d1
7d9df87d81e6443489a1e1c783f0fdaa
planning
What actions could the ego vehicle take based on <c1,CAM_FRONT_LEFT,0.1766,0.6287>? 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": "../nuscenes/samples/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478858137558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478858147405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_BACK_RIGHT__1535478858128113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478858112404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478858104799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478858120482.jpg" }
2bd47eabb64d4499862388cec180a7d1
7d9df87d81e6443489a1e1c783f0fdaa
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_LEFT,0.1766,0.6287>?
Moderate left turn.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478858137558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478858147405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_BACK_RIGHT__1535478858128113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478858112404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478858104799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478858120482.jpg" }
2bd47eabb64d4499862388cec180a7d1
7d9df87d81e6443489a1e1c783f0fdaa
planning
In this scenario, what are safe actions to take for the ego vehicle?
Keep going at the same speed, decelerate gradually without braking, accelerate, and proceed.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478858137558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478858147405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_BACK_RIGHT__1535478858128113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478858112404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478858104799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478858120482.jpg" }
2bd47eabb64d4499862388cec180a7d1
7d9df87d81e6443489a1e1c783f0fdaa
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 steering to the right. The ego vehicle is driving with normal speed. C. The ego vehicle is steering to the left. The ego vehicle is driving with normal speed. D. The ego vehicle is going straight. The ego vehicle is driving fast.
D
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478858137558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478858147405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_BACK_RIGHT__1535478858128113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478858112404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478858104799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478858120482.jpg" }
bc219c0fa63b43b4b9dddab47fce1fef
c434770831e9478d8ae23aa713c0b84b
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 person wearing a white shirt to the front of the ego vehicle, a white truck to the front of the ego vehicle, a person wearing a white shirt to the front of the ego vehicle, and a person wearing a skirt to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.9625,0.6436>, <c2,CAM_FRONT,0.5776,0.5361>, <c3,CAM_FRONT,0.4594,0.5519>, and <c4,CAM_FRONT,0.2547,0.5842>.
[ 2 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884275637525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884275647423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_BACK_RIGHT__1531884275627893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884275612462.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884275604844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884275620339.jpg" }
bc219c0fa63b43b4b9dddab47fce1fef
c434770831e9478d8ae23aa713c0b84b
perception
What is the moving status of object <c1,CAM_FRONT,0.9625,0.6436>? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.
A
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884275637525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884275647423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_BACK_RIGHT__1531884275627893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884275612462.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884275604844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884275620339.jpg" }
bc219c0fa63b43b4b9dddab47fce1fef
c434770831e9478d8ae23aa713c0b84b
prediction
Is <c1,CAM_FRONT,0.9625,0.6436> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884275637525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884275647423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_BACK_RIGHT__1531884275627893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884275612462.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884275604844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884275620339.jpg" }
bc219c0fa63b43b4b9dddab47fce1fef
c434770831e9478d8ae23aa713c0b84b
planning
What actions could the ego vehicle take based on <c1,CAM_FRONT,0.9625,0.6436>? Why take this action and what's the probability?
The action is to decelerate gradually without braking. The reason for taking this action is to avoid a collision, which has a high probability.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884275637525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884275647423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_BACK_RIGHT__1531884275627893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884275612462.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884275604844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884275620339.jpg" }
bc219c0fa63b43b4b9dddab47fce1fef
c434770831e9478d8ae23aa713c0b84b
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.9625,0.6436>?
Slight right turn.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884275637525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884275647423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_BACK_RIGHT__1531884275627893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884275612462.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884275604844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884275620339.jpg" }
bc219c0fa63b43b4b9dddab47fce1fef
c434770831e9478d8ae23aa713c0b84b
planning
In this scenario, what are safe actions to take for the ego vehicle?
Keep going at the same speed, decelerate gradually without braking, brake gently to a stop, brake suddenly, slightly offset to the right, back up, or slightly offset to the left.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884275637525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884275647423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_BACK_RIGHT__1531884275627893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884275612462.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884275604844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884275620339.jpg" }
bc219c0fa63b43b4b9dddab47fce1fef
c434770831e9478d8ae23aa713c0b84b
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 fast. B. The ego vehicle is slightly steering to the right. The ego vehicle is driving with normal speed. C. The ego vehicle is steering to the right. The ego vehicle is driving fast. D. The ego vehicle is steering to the right. The ego vehicle is driving slowly.
A
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884275637525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884275647423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_BACK_RIGHT__1531884275627893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884275612462.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884275604844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884275620339.jpg" }
bc219c0fa63b43b4b9dddab47fce1fef
519b85741bad4cb0b8c1164ac46fec6e
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 brown SUV to the front right of the ego vehicle, a checkered shirt pedestrian to the front of the ego vehicle, a blue shirt and pedestrians to the front left of the ego vehicle, a man in a gray shirt to the front of the ego vehicle, and a grey van to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_RIGHT,0.4302,0.6556>, <c2,CAM_FRONT,0.2864,0.6389>, <c3,CAM_FRONT_LEFT,0.2542,0.3694>, <c4,CAM_FRONT,0.8531,0.6287>, and <c5,CAM_FRONT,0.6099,0.5991>.
[ 2 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884264787525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884264797423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_BACK_RIGHT__1531884264777893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884264762460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884264754844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884264770339.jpg" }
bc219c0fa63b43b4b9dddab47fce1fef
519b85741bad4cb0b8c1164ac46fec6e
perception
What is the moving status of object <c1,CAM_FRONT_RIGHT,0.4302,0.6556>? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.
B
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884264787525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884264797423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_BACK_RIGHT__1531884264777893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884264762460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884264754844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884264770339.jpg" }
bc219c0fa63b43b4b9dddab47fce1fef
519b85741bad4cb0b8c1164ac46fec6e
prediction
Is <c1,CAM_FRONT_RIGHT,0.4302,0.6556> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884264787525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884264797423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_BACK_RIGHT__1531884264777893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884264762460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884264754844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884264770339.jpg" }
bc219c0fa63b43b4b9dddab47fce1fef
519b85741bad4cb0b8c1164ac46fec6e
planning
What actions could the ego vehicle take based on <c1,CAM_FRONT_RIGHT,0.4302,0.6556>? Why take this action and what's the probability?
The action is to keep going at the same speed. The reason is that the object has little reference value for the ego vehicle, and the probability is high.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884264787525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884264797423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_BACK_RIGHT__1531884264777893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884264762460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884264754844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884264770339.jpg" }
bc219c0fa63b43b4b9dddab47fce1fef
519b85741bad4cb0b8c1164ac46fec6e
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_RIGHT,0.4302,0.6556>?
Moderate right turn.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884264787525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884264797423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_BACK_RIGHT__1531884264777893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884264762460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884264754844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884264770339.jpg" }
bc219c0fa63b43b4b9dddab47fce1fef
519b85741bad4cb0b8c1164ac46fec6e
planning
In this scenario, what are safe actions to take for the ego vehicle?
Keep going at the same speed.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884264787525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884264797423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_BACK_RIGHT__1531884264777893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884264762460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884264754844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884264770339.jpg" }
bc219c0fa63b43b4b9dddab47fce1fef
519b85741bad4cb0b8c1164ac46fec6e
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 slightly steering to the left. The ego vehicle is driving slowly. C. The ego vehicle is going straight. The ego vehicle is driving slowly. D. The ego vehicle is steering to the right. The ego vehicle is driving very fast.
C
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884264787525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884264797423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_BACK_RIGHT__1531884264777893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884264762460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884264754844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884264770339.jpg" }
670e01eb31b64b509db5290531254203
6f7920553fa1441fb52daf651a72c4da
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 green container to the front of the ego vehicle, and a black sedan to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.5563,0.5564>, <c2,CAM_FRONT,0.5547,0.5231>, and <c3,CAM_FRONT_RIGHT,0.8600,0.7254>.
[ 2 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621757687558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621757697405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621757678113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621757662404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621757654799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621757670482.jpg" }
670e01eb31b64b509db5290531254203
6f7920553fa1441fb52daf651a72c4da
perception
What is the moving status of object <c1,CAM_BACK,0.5563,0.5564>? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.
B
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621757687558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621757697405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621757678113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621757662404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621757654799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621757670482.jpg" }
670e01eb31b64b509db5290531254203
6f7920553fa1441fb52daf651a72c4da
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 green container at front camera. The object is stationary, so the ego vehicle should slightly offset to the left in maneuvering. Secondly notice that black sedan at right camera. The object is stationary, so the ego vehicle should keep going ahead at the same speed. Thirdly notice that black car at back camera. The object is going ahead, so the ego vehicle should keep going ahead at the same speed.
[ 3 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621757687558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621757697405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621757678113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621757662404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621757654799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621757670482.jpg" }
670e01eb31b64b509db5290531254203
6f7920553fa1441fb52daf651a72c4da
prediction
Is <c1,CAM_BACK,0.5563,0.5564> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621757687558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621757697405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621757678113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621757662404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621757654799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621757670482.jpg" }
670e01eb31b64b509db5290531254203
6f7920553fa1441fb52daf651a72c4da
planning
What actions could the ego vehicle take based on <c1,CAM_BACK,0.5563,0.5564>? 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": "../nuscenes/samples/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621757687558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621757697405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621757678113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621757662404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621757654799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621757670482.jpg" }
670e01eb31b64b509db5290531254203
6f7920553fa1441fb52daf651a72c4da
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.5563,0.5564>?
Brake suddenly.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621757687558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621757697405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621757678113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621757662404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621757654799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621757670482.jpg" }
670e01eb31b64b509db5290531254203
6f7920553fa1441fb52daf651a72c4da
planning
In this scenario, what are safe actions to take for the ego vehicle?
Slightly offset to the left, change to the left lane, and turn left.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621757687558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621757697405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621757678113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621757662404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621757654799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621757670482.jpg" }
670e01eb31b64b509db5290531254203
6f7920553fa1441fb52daf651a72c4da
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 with normal speed. B. The ego vehicle is slightly steering to the left. The ego vehicle is driving slowly. C. The ego vehicle is going straight. The ego vehicle is driving very fast. D. The ego vehicle is going straight. The ego vehicle is driving slowly.
A
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621757687558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621757697405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621757678113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621757662404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621757654799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621757670482.jpg" }
400b708de5d7434d8964da4a0246d164
0a8499ecf7b140a180dfdf7e26ddf47b
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 silver sedan to the front of the ego vehicle, a unclear to the front of the ego vehicle, a black sedan to the front of the ego vehicle, and a street lamp to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.4137,0.6890>, <c2,CAM_FRONT,0.3552,0.5408>, <c3,CAM_FRONT,0.2026,0.5658>, and <c4,CAM_FRONT,0.1618,0.4211>.
[ 2 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800469887525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800469897423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800469877893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800469862460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800469854844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800469870339.jpg" }
400b708de5d7434d8964da4a0246d164
0a8499ecf7b140a180dfdf7e26ddf47b
perception
What is the moving status of object <c3,CAM_FRONT,0.2026,0.5658>? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.
B
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800469887525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800469897423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800469877893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800469862460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800469854844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800469870339.jpg" }
400b708de5d7434d8964da4a0246d164
0a8499ecf7b140a180dfdf7e26ddf47b
prediction
Is <c1,CAM_FRONT,0.4137,0.6890> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800469887525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800469897423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800469877893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800469862460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800469854844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800469870339.jpg" }
400b708de5d7434d8964da4a0246d164
0a8499ecf7b140a180dfdf7e26ddf47b
planning
What actions could the ego vehicle take based on <c1,CAM_FRONT,0.4137,0.6890>? Why take this action and what's the probability?
The action is to remain stationary because there is no safety issue. The probability of taking this action is high.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800469887525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800469897423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800469877893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800469862460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800469854844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800469870339.jpg" }
400b708de5d7434d8964da4a0246d164
0a8499ecf7b140a180dfdf7e26ddf47b
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.4137,0.6890>?
Accelerating and going straight.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800469887525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800469897423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800469877893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800469862460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800469854844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800469870339.jpg" }
400b708de5d7434d8964da4a0246d164
0a8499ecf7b140a180dfdf7e26ddf47b
planning
In this scenario, what are safe actions to take for the ego vehicle?
Brake gently to a stop and change to the left lane.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800469887525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800469897423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800469877893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800469862460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800469854844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800469870339.jpg" }
400b708de5d7434d8964da4a0246d164
0a8499ecf7b140a180dfdf7e26ddf47b
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 slightly steering to the left. The ego vehicle is driving with normal speed. C. The ego vehicle is steering to the left. The ego vehicle is driving slowly. D. The ego vehicle is going straight. The ego vehicle is not moving.
D
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800469887525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800469897423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800469877893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800469862460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800469854844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800469870339.jpg" }
4ed628299b1e45a3a73704e8cf8287a9
c16bf051f78942748a4c96e93a3c6b6d
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 SUV to the back left of the ego vehicle, a white SUV to the front left of the ego vehicle, a white SUV to the back of the ego vehicle, a white sedan to the back right of the ego vehicle, and a silver sedan to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK_LEFT,0.2068,0.6028>, <c2,CAM_FRONT_LEFT,0.1901,0.6269>, <c3,CAM_BACK,0.2380,0.6694>, <c4,CAM_BACK_RIGHT,0.4933,0.7528>, and <c5,CAM_FRONT,0.6511,0.5917>.
[ 2 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542798960437525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542798960447423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_BACK_RIGHT__1542798960427893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542798960412460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542798960404844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542798960420339.jpg" }
4ed628299b1e45a3a73704e8cf8287a9
c16bf051f78942748a4c96e93a3c6b6d
perception
What is the moving status of object <c5,CAM_FRONT,0.6511,0.5917>? Please select the correct answer from the following options: A. Going ahead. B. Turn right. C. Turn left.
A
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542798960437525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542798960447423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_BACK_RIGHT__1542798960427893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542798960412460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542798960404844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542798960420339.jpg" }
4ed628299b1e45a3a73704e8cf8287a9
c16bf051f78942748a4c96e93a3c6b6d
prediction
Is <c1,CAM_BACK_LEFT,0.2068,0.6028> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542798960437525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542798960447423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_BACK_RIGHT__1542798960427893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542798960412460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542798960404844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542798960420339.jpg" }
4ed628299b1e45a3a73704e8cf8287a9
c16bf051f78942748a4c96e93a3c6b6d
planning
What actions could the ego vehicle take based on <c1,CAM_BACK_LEFT,0.2068,0.6028>? 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": "../nuscenes/samples/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542798960437525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542798960447423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_BACK_RIGHT__1542798960427893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542798960412460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542798960404844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542798960420339.jpg" }
4ed628299b1e45a3a73704e8cf8287a9
c16bf051f78942748a4c96e93a3c6b6d
planning
What actions taken by the ego vehicle can lead to a collision with <c2,CAM_FRONT_LEFT,0.1901,0.6269>?
No such action will lead to a collision.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542798960437525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542798960447423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_BACK_RIGHT__1542798960427893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542798960412460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542798960404844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542798960420339.jpg" }
4ed628299b1e45a3a73704e8cf8287a9
c16bf051f78942748a4c96e93a3c6b6d
planning
In this scenario, what are safe actions to take for the ego vehicle?
Brake gently to a stop or decelerate gradually without braking to ensure safety for the ego vehicle.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542798960437525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542798960447423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_BACK_RIGHT__1542798960427893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542798960412460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542798960404844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542798960420339.jpg" }
4ed628299b1e45a3a73704e8cf8287a9
c16bf051f78942748a4c96e93a3c6b6d
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 fast. B. The ego vehicle is steering to the right. 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 going straight. The ego vehicle is driving very fast.
A
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542798960437525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542798960447423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_BACK_RIGHT__1542798960427893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542798960412460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542798960404844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542798960420339.jpg" }
2d8e61ea27fd419ba9b708488e3f2f10
140567e78a864aab948471c822edd0d5
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 brown SUV to the front left of the ego vehicle, a blue pants pedestrian to the front right of the ego vehicle, a pedestrian in black pants to the front of the ego vehicle, and a white commercial vehicle to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_LEFT,0.6370,0.5797>, <c2,CAM_FRONT_RIGHT,0.6531,0.6047>, <c3,CAM_FRONT,0.5302,0.5130>, and <c4,CAM_FRONT,0.3469,0.5139>.
[ 2 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728814937558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728814947405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728814928113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728814912404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728814904799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728814920482.jpg" }
2d8e61ea27fd419ba9b708488e3f2f10
140567e78a864aab948471c822edd0d5
perception
What is the moving status of object <c2,CAM_FRONT_RIGHT,0.6531,0.6047>? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.
A
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728814937558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728814947405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728814928113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728814912404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728814904799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728814920482.jpg" }
2d8e61ea27fd419ba9b708488e3f2f10
140567e78a864aab948471c822edd0d5
prediction
Is <c1,CAM_FRONT_LEFT,0.6370,0.5797> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728814937558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728814947405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728814928113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728814912404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728814904799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728814920482.jpg" }
2d8e61ea27fd419ba9b708488e3f2f10
140567e78a864aab948471c822edd0d5
planning
What actions could the ego vehicle take based on <c1,CAM_FRONT_LEFT,0.6370,0.5797>? 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, and the probability is high.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728814937558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728814947405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728814928113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728814912404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728814904799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728814920482.jpg" }
2d8e61ea27fd419ba9b708488e3f2f10
140567e78a864aab948471c822edd0d5
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_LEFT,0.6370,0.5797>?
Moderate left turn.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728814937558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728814947405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728814928113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728814912404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728814904799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728814920482.jpg" }
2d8e61ea27fd419ba9b708488e3f2f10
140567e78a864aab948471c822edd0d5
planning
In this scenario, what are safe actions to take for the ego vehicle?
Keep going at the same speed, and brake gently to a stop.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728814937558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728814947405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728814928113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728814912404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728814904799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728814920482.jpg" }
2d8e61ea27fd419ba9b708488e3f2f10
140567e78a864aab948471c822edd0d5
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 slightly steering to the left. 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 steering to the right. The ego vehicle is driving slowly.
C
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728814937558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728814947405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728814928113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728814912404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728814904799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728814920482.jpg" }
2538a745a83f430eb590d48b4743e179
4f2c710bf33c40a19faa754ecdfc6740
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 pedestrian wearing a black top to the front left of the ego vehicle, a white truck to the front of the ego vehicle, and a white truck to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.4616,0.6658>, <c2,CAM_FRONT_LEFT,0.9451,0.6250>, <c3,CAM_FRONT,0.4698,0.5241>, and <c4,CAM_FRONT,0.8505,0.5574>.
[ 2 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662735937525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662735947423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532662735927893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662735912460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662735904844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662735920339.jpg" }
2538a745a83f430eb590d48b4743e179
4f2c710bf33c40a19faa754ecdfc6740
perception
What is the moving status of object <c1,CAM_BACK,0.4616,0.6658>? Please select the correct answer from the following options: A. Going ahead. B. Turn right. C. Turn left.
A
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662735937525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662735947423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532662735927893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662735912460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662735904844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662735920339.jpg" }
2538a745a83f430eb590d48b4743e179
4f2c710bf33c40a19faa754ecdfc6740
prediction
Is <c1,CAM_BACK,0.4616,0.6658> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662735937525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662735947423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532662735927893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662735912460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662735904844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662735920339.jpg" }
2538a745a83f430eb590d48b4743e179
4f2c710bf33c40a19faa754ecdfc6740
planning
What actions could the ego vehicle take based on <c1,CAM_BACK,0.4616,0.6658>? 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": "../nuscenes/samples/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662735937525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662735947423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532662735927893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662735912460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662735904844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662735920339.jpg" }
2538a745a83f430eb590d48b4743e179
4f2c710bf33c40a19faa754ecdfc6740
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.4616,0.6658>?
Brake suddenly.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662735937525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662735947423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532662735927893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662735912460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662735904844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662735920339.jpg" }
2538a745a83f430eb590d48b4743e179
4f2c710bf33c40a19faa754ecdfc6740
planning
In this scenario, what are safe actions to take for the ego vehicle?
Brake gently to a stop; keep going at the same speed.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662735937525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662735947423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532662735927893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662735912460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662735904844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662735920339.jpg" }
2538a745a83f430eb590d48b4743e179
4f2c710bf33c40a19faa754ecdfc6740
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 steering to the right. The ego vehicle is driving slowly. C. The ego vehicle is steering to the right. The ego vehicle is driving with normal speed. D. The ego vehicle is steering to the left. The ego vehicle is driving with normal speed.
A
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662735937525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662735947423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532662735927893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662735912460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662735904844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662735920339.jpg" }
4098aaf3c7074e7d87285e2fc95369e0
83472f9810a842ec9e0ade97077f7eea
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 front left of the ego vehicle, a white sedan to the front of the ego vehicle, a yellow sedan to the back left of the ego vehicle, and a black SUV to the back of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_LEFT,0.5931,0.7658>, <c2,CAM_FRONT,0.6386,0.5592>, <c3,CAM_BACK_LEFT,0.4156,0.7130>, and <c4,CAM_BACK,0.8932,0.6620>.
[ 2 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533279688187525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533279688197423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533279688177905.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533279688164387.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533279688154844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533279688170339.jpg" }
4098aaf3c7074e7d87285e2fc95369e0
83472f9810a842ec9e0ade97077f7eea
perception
What is the moving status of object <c2,CAM_FRONT,0.6386,0.5592>? Please select the correct answer from the following options: A. Going ahead. B. Turn right. C. Turn left.
A
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533279688187525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533279688197423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533279688177905.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533279688164387.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533279688154844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533279688170339.jpg" }
4098aaf3c7074e7d87285e2fc95369e0
83472f9810a842ec9e0ade97077f7eea
prediction
Is <c1,CAM_FRONT_LEFT,0.5931,0.7658> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533279688187525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533279688197423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533279688177905.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533279688164387.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533279688154844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533279688170339.jpg" }
4098aaf3c7074e7d87285e2fc95369e0
83472f9810a842ec9e0ade97077f7eea
planning
What actions could the ego vehicle take based on <c1,CAM_FRONT_LEFT,0.5931,0.7658>? 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": "../nuscenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533279688187525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533279688197423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533279688177905.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533279688164387.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533279688154844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533279688170339.jpg" }
4098aaf3c7074e7d87285e2fc95369e0
83472f9810a842ec9e0ade97077f7eea
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_LEFT,0.5931,0.7658>?
Moderate left turn.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533279688187525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533279688197423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533279688177905.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533279688164387.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533279688154844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533279688170339.jpg" }
4098aaf3c7074e7d87285e2fc95369e0
83472f9810a842ec9e0ade97077f7eea
planning
In this scenario, what are safe actions to take for the ego vehicle?
Decelerate gradually without braking and maintain the current speed.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533279688187525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533279688197423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533279688177905.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533279688164387.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533279688154844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533279688170339.jpg" }
4098aaf3c7074e7d87285e2fc95369e0
83472f9810a842ec9e0ade97077f7eea
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 steering to the left. 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 going straight. The ego vehicle is driving fast.
C
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533279688187525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533279688197423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533279688177905.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533279688164387.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533279688154844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533279688170339.jpg" }
74d03e3b673f4a72a3f76e1b0c7840bd
6e54dfd8cdf34ef7bb61e2284e9911b5
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 van to the front of the ego vehicle, a pedestrian wearing black shorts to the front left of the ego vehicle, a white sedan car to the back right of the ego vehicle, a white sedan to the back of the ego vehicle, and a sitting person to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.5261,0.5463>, <c2,CAM_FRONT_LEFT,0.9011,0.5787>, <c3,CAM_BACK_RIGHT,0.5039,0.7658>, <c4,CAM_BACK,0.5239,0.5741>, and <c5,CAM_FRONT,0.2417,0.5537>.
[ 2 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-10-02-10-56-37+0800__CAM_BACK__1538449267437525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-02-10-56-37+0800__CAM_BACK_LEFT__1538449267447423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_BACK_RIGHT__1538449267427893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-10-02-10-56-37+0800__CAM_FRONT__1538449267412460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_LEFT__1538449267404844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_RIGHT__1538449267420339.jpg" }
74d03e3b673f4a72a3f76e1b0c7840bd
6e54dfd8cdf34ef7bb61e2284e9911b5
perception
What is the moving status of object <c1,CAM_FRONT,0.5261,0.5463>? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.
A
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-10-02-10-56-37+0800__CAM_BACK__1538449267437525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-02-10-56-37+0800__CAM_BACK_LEFT__1538449267447423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_BACK_RIGHT__1538449267427893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-10-02-10-56-37+0800__CAM_FRONT__1538449267412460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_LEFT__1538449267404844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_RIGHT__1538449267420339.jpg" }
74d03e3b673f4a72a3f76e1b0c7840bd
6e54dfd8cdf34ef7bb61e2284e9911b5
prediction
Is <c1,CAM_FRONT,0.5261,0.5463> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-10-02-10-56-37+0800__CAM_BACK__1538449267437525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-02-10-56-37+0800__CAM_BACK_LEFT__1538449267447423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_BACK_RIGHT__1538449267427893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-10-02-10-56-37+0800__CAM_FRONT__1538449267412460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_LEFT__1538449267404844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_RIGHT__1538449267420339.jpg" }
74d03e3b673f4a72a3f76e1b0c7840bd
6e54dfd8cdf34ef7bb61e2284e9911b5
planning
What actions could the ego vehicle take based on <c1,CAM_FRONT,0.5261,0.5463>? Why take this action and what's the probability?
The action is to keep going at the same speed. The reason is to avoid a collision, which is high in probability.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-10-02-10-56-37+0800__CAM_BACK__1538449267437525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-02-10-56-37+0800__CAM_BACK_LEFT__1538449267447423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_BACK_RIGHT__1538449267427893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-10-02-10-56-37+0800__CAM_FRONT__1538449267412460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_LEFT__1538449267404844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_RIGHT__1538449267420339.jpg" }
74d03e3b673f4a72a3f76e1b0c7840bd
6e54dfd8cdf34ef7bb61e2284e9911b5
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.5261,0.5463>?
Accelerate and go straight.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-10-02-10-56-37+0800__CAM_BACK__1538449267437525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-02-10-56-37+0800__CAM_BACK_LEFT__1538449267447423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_BACK_RIGHT__1538449267427893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-10-02-10-56-37+0800__CAM_FRONT__1538449267412460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_LEFT__1538449267404844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_RIGHT__1538449267420339.jpg" }
74d03e3b673f4a72a3f76e1b0c7840bd
6e54dfd8cdf34ef7bb61e2284e9911b5
planning
In this scenario, what are safe actions to take for the ego vehicle?
Decelerate gradually without braking, maintain current speed, or brake suddenly.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-10-02-10-56-37+0800__CAM_BACK__1538449267437525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-02-10-56-37+0800__CAM_BACK_LEFT__1538449267447423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_BACK_RIGHT__1538449267427893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-10-02-10-56-37+0800__CAM_FRONT__1538449267412460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_LEFT__1538449267404844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_RIGHT__1538449267420339.jpg" }
74d03e3b673f4a72a3f76e1b0c7840bd
6e54dfd8cdf34ef7bb61e2284e9911b5
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 slightly steering to the left. The ego vehicle is driving very fast. D. The ego vehicle is slightly steering to the right. The ego vehicle is driving slowly.
A
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-10-02-10-56-37+0800__CAM_BACK__1538449267437525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-02-10-56-37+0800__CAM_BACK_LEFT__1538449267447423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_BACK_RIGHT__1538449267427893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-10-02-10-56-37+0800__CAM_FRONT__1538449267412460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_LEFT__1538449267404844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_RIGHT__1538449267420339.jpg" }
35ecd252b8ee4cbc83376148e192a803
bc854f31737440f9bbdc53291dae1ff4
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 to the front left of the ego vehicle, a white truck to the front right of the ego vehicle, a white sedan car to the back of the ego vehicle, a black sedan to the front of the ego vehicle, a cone bucket to the front of the ego vehicle, and a white sedan to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_LEFT,0.7469,0.6408>, <c2,CAM_FRONT_RIGHT,0.0080,0.5111>, <c3,CAM_BACK,0.5511,0.5908>, <c4,CAM_FRONT,0.5437,0.5741>, <c5,CAM_FRONT,0.9333,0.8556>, and <c6,CAM_FRONT_RIGHT,0.7550,0.7021>.
[ 2 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867347887558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867347897405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867347878113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867347862404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867347854799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867347870482.jpg" }
35ecd252b8ee4cbc83376148e192a803
bc854f31737440f9bbdc53291dae1ff4
perception
What is the moving status of object <c3,CAM_BACK,0.5511,0.5908>? Please select the correct answer from the following options: A. Going ahead. B. Turn right. C. Turn left.
A
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867347887558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867347897405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867347878113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867347862404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867347854799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867347870482.jpg" }