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dict
35ecd252b8ee4cbc83376148e192a803
bc854f31737440f9bbdc53291dae1ff4
prediction
Is <c1,CAM_FRONT_LEFT,0.7469,0.6408> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867347887558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867347897405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867347878113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867347862404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867347854799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867347870482.jpg" }
35ecd252b8ee4cbc83376148e192a803
bc854f31737440f9bbdc53291dae1ff4
planning
What actions could the ego vehicle take based on <c1,CAM_FRONT_LEFT,0.7469,0.6408>? Why take this action and what's the probability?
The action is to brake gently to a stop. The reason is to avoid a collision, high.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867347887558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867347897405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867347878113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867347862404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867347854799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867347870482.jpg" }
35ecd252b8ee4cbc83376148e192a803
bc854f31737440f9bbdc53291dae1ff4
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_LEFT,0.7469,0.6408>?
Sharp left turn.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867347887558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867347897405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867347878113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867347862404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867347854799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867347870482.jpg" }
35ecd252b8ee4cbc83376148e192a803
bc854f31737440f9bbdc53291dae1ff4
planning
In this scenario, what are safe actions to take for the ego vehicle?
Keep going at the same speed, brake gently to a stop.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867347887558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867347897405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867347878113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867347862404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867347854799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867347870482.jpg" }
35ecd252b8ee4cbc83376148e192a803
bc854f31737440f9bbdc53291dae1ff4
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 going straight. The ego vehicle is driving slowly. C. The ego vehicle is going straight. The ego vehicle is driving fast. D. The ego vehicle is going straight. The ego vehicle is driving very fast.
B
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867347887558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867347897405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867347878113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867347862404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867347854799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867347870482.jpg" }
35ecd252b8ee4cbc83376148e192a803
c7ce8d0c255b48a9af8be3d77a3fc644
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 commercial vehicle to the front of the ego vehicle, a black sedan to the back of the ego vehicle, a silver sedan to the back left of the ego vehicle, a white pickup truck to the back of the ego vehicle, a black SUV to the front of the ego vehicle, and a white sedan to the front left of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.7386,0.5936>, <c2,CAM_BACK,0.7708,0.6352>, <c3,CAM_BACK_LEFT,0.3297,0.7463>, <c4,CAM_BACK,0.5120,0.5824>, <c5,CAM_FRONT,0.5505,0.5481>, and <c6,CAM_FRONT_LEFT,0.7547,0.7006>.
[ 2 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867341537558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867341547405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867341528113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867341512404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867341504799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867341520482.jpg" }
35ecd252b8ee4cbc83376148e192a803
c7ce8d0c255b48a9af8be3d77a3fc644
perception
What is the moving status of object <c4,CAM_BACK,0.5120,0.5824>? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.
A
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867341537558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867341547405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867341528113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867341512404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867341504799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867341520482.jpg" }
35ecd252b8ee4cbc83376148e192a803
c7ce8d0c255b48a9af8be3d77a3fc644
prediction
Is <c1,CAM_FRONT,0.7386,0.5936> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867341537558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867341547405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867341528113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867341512404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867341504799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867341520482.jpg" }
35ecd252b8ee4cbc83376148e192a803
c7ce8d0c255b48a9af8be3d77a3fc644
planning
What actions could the ego vehicle take based on <c1,CAM_FRONT,0.7386,0.5936>? Why take this action and what's the probability?
The action is to accelerate and go ahead. The reason is that the object has little reference value for the ego vehicle, and the probability is high.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867341537558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867341547405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867341528113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867341512404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867341504799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867341520482.jpg" }
35ecd252b8ee4cbc83376148e192a803
c7ce8d0c255b48a9af8be3d77a3fc644
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.7386,0.5936>?
Moderate right turn.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867341537558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867341547405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867341528113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867341512404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867341504799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867341520482.jpg" }
35ecd252b8ee4cbc83376148e192a803
c7ce8d0c255b48a9af8be3d77a3fc644
planning
In this scenario, what are safe actions to take for the ego vehicle?
Slightly offset to the left, slightly offset to the right, accelerate, and go ahead.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867341537558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867341547405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867341528113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867341512404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867341504799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867341520482.jpg" }
35ecd252b8ee4cbc83376148e192a803
c7ce8d0c255b48a9af8be3d77a3fc644
behavior
Predict the behavior of the ego vehicle. Please select the correct answer from the following options: A. The ego vehicle is steering to the right. The ego vehicle is driving fast. B. The ego vehicle is slightly steering to the left. The ego vehicle is driving with normal speed. C. The ego vehicle is going straight. The ego vehicle is driving with normal speed. D. The ego vehicle is steering to the left. The ego vehicle is driving fast.
C
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867341537558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867341547405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867341528113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867341512404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867341504799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867341520482.jpg" }
797700339b014fb6aa61c1ea3778d587
fbc07f14f4ca4f9692e6139031e58161
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 wearing a white shirt to the front left of the ego vehicle, a yellow bus to the back of the ego vehicle, and a silver sedan to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_LEFT,0.8656,0.6611>, <c2,CAM_BACK,0.6234,0.5611>, and <c3,CAM_FRONT,0.4995,0.5186>.
[ 2 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194161687525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194161697423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_BACK_RIGHT__1542194161677893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194161662460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194161654844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194161670339.jpg" }
797700339b014fb6aa61c1ea3778d587
fbc07f14f4ca4f9692e6139031e58161
perception
What is the moving status of object <c1,CAM_FRONT_LEFT,0.8656,0.6611>? Please select the correct answer from the following options: A. Turn right. B. Turn left. C. Going ahead.
C
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194161687525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194161697423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_BACK_RIGHT__1542194161677893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194161662460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194161654844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194161670339.jpg" }
797700339b014fb6aa61c1ea3778d587
fbc07f14f4ca4f9692e6139031e58161
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 pedestrian wearing a white shirt at left camera. The object is going ahead, so the ego vehicle should keep going ahead at the same speed. Secondly, notice that silver sedan at front camera. The object is going ahead, so the ego vehicle should keep going ahead at the same speed. Thirdly, notice that yellow bus at back camera. The object is stationary, so the ego vehicle should keep going ahead at the same speed.
[ 3 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194161687525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194161697423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_BACK_RIGHT__1542194161677893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194161662460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194161654844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194161670339.jpg" }
797700339b014fb6aa61c1ea3778d587
fbc07f14f4ca4f9692e6139031e58161
prediction
Is <c1,CAM_FRONT_LEFT,0.8656,0.6611> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194161687525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194161697423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_BACK_RIGHT__1542194161677893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194161662460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194161654844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194161670339.jpg" }
797700339b014fb6aa61c1ea3778d587
fbc07f14f4ca4f9692e6139031e58161
planning
What actions could the ego vehicle take based on <c1,CAM_FRONT_LEFT,0.8656,0.6611>? 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, high.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194161687525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194161697423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_BACK_RIGHT__1542194161677893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194161662460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194161654844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194161670339.jpg" }
797700339b014fb6aa61c1ea3778d587
fbc07f14f4ca4f9692e6139031e58161
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_LEFT,0.8656,0.6611>?
Sharp left turn.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194161687525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194161697423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_BACK_RIGHT__1542194161677893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194161662460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194161654844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194161670339.jpg" }
797700339b014fb6aa61c1ea3778d587
fbc07f14f4ca4f9692e6139031e58161
planning
In this scenario, what are safe actions to take for the ego vehicle?
Keep going at the same speed, decelerate gradually without braking.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194161687525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194161697423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_BACK_RIGHT__1542194161677893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194161662460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194161654844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194161670339.jpg" }
797700339b014fb6aa61c1ea3778d587
fbc07f14f4ca4f9692e6139031e58161
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 slowly. C. The ego vehicle is going straight. The ego vehicle is driving very fast. D. The ego vehicle is slightly steering to the left. The ego vehicle is driving with normal speed.
B
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194161687525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194161697423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_BACK_RIGHT__1542194161677893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194161662460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194161654844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194161670339.jpg" }
2c96ff6afc9e4cf7bc8b107fce955c1f
c61f77e2820743f696047eec21d7807a
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 Jeep to the back of the ego vehicle, a yellow construction truck to the front of the ego vehicle, a pedestrian wearing a yellow shirt to the front of the ego vehicle, and a white sedan to the front left of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.5583,0.5694>, <c2,CAM_FRONT,0.6016,0.5176>, <c3,CAM_FRONT,0.9114,0.5314>, and <c4,CAM_FRONT_LEFT,0.3567,0.7696>.
[ 2 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289778037558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289778047405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537289778028113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289778012404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289778004799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289778020482.jpg" }
2c96ff6afc9e4cf7bc8b107fce955c1f
c61f77e2820743f696047eec21d7807a
perception
What is the moving status of object <c1,CAM_BACK,0.5583,0.5694>? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.
A
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289778037558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289778047405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537289778028113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289778012404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289778004799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289778020482.jpg" }
2c96ff6afc9e4cf7bc8b107fce955c1f
c61f77e2820743f696047eec21d7807a
prediction
Is <c1,CAM_BACK,0.5583,0.5694> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289778037558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289778047405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537289778028113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289778012404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289778004799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289778020482.jpg" }
2c96ff6afc9e4cf7bc8b107fce955c1f
c61f77e2820743f696047eec21d7807a
planning
What actions could the ego vehicle take based on <c1,CAM_BACK,0.5583,0.5694>? 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 probability.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289778037558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289778047405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537289778028113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289778012404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289778004799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289778020482.jpg" }
2c96ff6afc9e4cf7bc8b107fce955c1f
c61f77e2820743f696047eec21d7807a
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.5583,0.5694>?
Back up.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289778037558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289778047405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537289778028113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289778012404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289778004799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289778020482.jpg" }
2c96ff6afc9e4cf7bc8b107fce955c1f
c61f77e2820743f696047eec21d7807a
planning
In this scenario, what are safe actions to take for the ego vehicle?
Keep going at the same speed, brake gently to a stop, decelerate gradually without braking, slightly offset to the right.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289778037558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289778047405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537289778028113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289778012404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289778004799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289778020482.jpg" }
2c96ff6afc9e4cf7bc8b107fce955c1f
c61f77e2820743f696047eec21d7807a
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 with normal speed. 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 fast.
D
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289778037558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289778047405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537289778028113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289778012404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289778004799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289778020482.jpg" }
2c96ff6afc9e4cf7bc8b107fce955c1f
d90e838c4fd145d38d27063ad91fc13b
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 white business to the front of the ego vehicle, a silver gray sedan to the front right of the ego vehicle, and a black SUV to the front left of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.5583,0.5519>, <c2,CAM_FRONT,0.8927,0.5861>, <c3,CAM_FRONT_RIGHT,0.3469,0.7741>, and <c4,CAM_FRONT_LEFT,0.6308,0.6037>.
[ 2 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289772537558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289772547405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537289772528113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289772512404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289772504799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289772520482.jpg" }
2c96ff6afc9e4cf7bc8b107fce955c1f
d90e838c4fd145d38d27063ad91fc13b
perception
What is the moving status of object <c1,CAM_BACK,0.5583,0.5519>? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.
B
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289772537558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289772547405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537289772528113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289772512404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289772504799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289772520482.jpg" }
2c96ff6afc9e4cf7bc8b107fce955c1f
d90e838c4fd145d38d27063ad91fc13b
prediction
Is <c1,CAM_BACK,0.5583,0.5519> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289772537558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289772547405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537289772528113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289772512404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289772504799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289772520482.jpg" }
2c96ff6afc9e4cf7bc8b107fce955c1f
d90e838c4fd145d38d27063ad91fc13b
planning
What actions could the ego vehicle take based on <c1,CAM_BACK,0.5583,0.5519>? 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 of this action is high.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289772537558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289772547405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537289772528113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289772512404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289772504799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289772520482.jpg" }
2c96ff6afc9e4cf7bc8b107fce955c1f
d90e838c4fd145d38d27063ad91fc13b
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.5583,0.5519>?
Back up.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289772537558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289772547405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537289772528113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289772512404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289772504799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289772520482.jpg" }
2c96ff6afc9e4cf7bc8b107fce955c1f
d90e838c4fd145d38d27063ad91fc13b
planning
In this scenario, what are safe actions to take for the ego vehicle?
Keep going at the same speed, decelerate gradually without braking.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289772537558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289772547405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537289772528113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289772512404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289772504799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289772520482.jpg" }
2c96ff6afc9e4cf7bc8b107fce955c1f
d90e838c4fd145d38d27063ad91fc13b
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 slowly. 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.
D
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289772537558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289772547405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537289772528113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289772512404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289772504799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289772520482.jpg" }
19640fe4b6894f97b16e0faad51432b4
c217fc7644164911a7e9cfd1858825ce
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 small car to the front of the ego vehicle, a white small car to the front of the ego vehicle, a indistinguishable to the back of the ego vehicle, and a black small car to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.3609,0.5528>, <c2,CAM_FRONT,0.4458,0.5398>, <c3,CAM_BACK,0.6011,0.5741>, and <c4,CAM_FRONT,0.2354,0.5092>.
[ 2 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194208187525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194208197423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_BACK_RIGHT__1542194208177893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194208162460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194208154844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194208170339.jpg" }
19640fe4b6894f97b16e0faad51432b4
c217fc7644164911a7e9cfd1858825ce
perception
What is the moving status of object <c1,CAM_FRONT,0.3609,0.5528>? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.
B
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194208187525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194208197423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_BACK_RIGHT__1542194208177893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194208162460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194208154844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194208170339.jpg" }
19640fe4b6894f97b16e0faad51432b4
c217fc7644164911a7e9cfd1858825ce
prediction
Is <c1,CAM_FRONT,0.3609,0.5528> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194208187525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194208197423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_BACK_RIGHT__1542194208177893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194208162460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194208154844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194208170339.jpg" }
19640fe4b6894f97b16e0faad51432b4
c217fc7644164911a7e9cfd1858825ce
planning
What actions could the ego vehicle take based on <c1,CAM_FRONT,0.3609,0.5528>? Why take this action and what's the probability?
The action is to decelerate gradually without braking. The reason is to avoid a collision, which is high probability.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194208187525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194208197423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_BACK_RIGHT__1542194208177893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194208162460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194208154844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194208170339.jpg" }
19640fe4b6894f97b16e0faad51432b4
c217fc7644164911a7e9cfd1858825ce
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.3609,0.5528>?
Accelerate and go straight.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194208187525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194208197423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_BACK_RIGHT__1542194208177893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194208162460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194208154844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194208170339.jpg" }
19640fe4b6894f97b16e0faad51432b4
c217fc7644164911a7e9cfd1858825ce
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.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194208187525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194208197423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_BACK_RIGHT__1542194208177893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194208162460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194208154844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194208170339.jpg" }
19640fe4b6894f97b16e0faad51432b4
c217fc7644164911a7e9cfd1858825ce
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 going straight. The ego vehicle is driving slowly. C. The ego vehicle is slightly steering to the right. The ego vehicle is driving fast. D. The ego vehicle is steering to the left. The ego vehicle is driving fast.
B
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194208187525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194208197423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_BACK_RIGHT__1542194208177893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194208162460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194208154844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194208170339.jpg" }
2f093cad7209436aa06e103bfe062857
8d50d284e3a94262a2c27caf2a365fb8
perception
What are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.
There is an orange and white traffic cone to the front of the ego vehicle, a pedestrian with a yellow hat to the front left of the ego vehicle, a silver sedan to the back right of the ego vehicle, a brown sedan to the back of the ego vehicle, a silver business car to the back left of the ego vehicle, and a white landmark line to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.4891,0.9262>, <c2,CAM_FRONT_LEFT,0.7886,0.6667>, <c3,CAM_BACK_RIGHT,0.5156,0.7602>, <c4,CAM_BACK,0.5062,0.6648>, <c5,CAM_BACK_LEFT,0.2526,0.6426>, and <c6,CAM_FRONT,0.6107,0.9260>.
[ 2 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202615687525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202615697423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_BACK_RIGHT__1533202615677893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202615662460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202615654844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202615670339.jpg" }
2f093cad7209436aa06e103bfe062857
8d50d284e3a94262a2c27caf2a365fb8
perception
What is the moving status of object <c2,CAM_FRONT_LEFT,0.7886,0.6667>? Please select the correct answer from the following options: A. Turn right. B. Turn left. C. Going ahead.
C
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202615687525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202615697423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_BACK_RIGHT__1533202615677893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202615662460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202615654844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202615670339.jpg" }
2f093cad7209436aa06e103bfe062857
8d50d284e3a94262a2c27caf2a365fb8
prediction
Is <c1,CAM_FRONT,0.4891,0.9262> a traffic sign or a road barrier?
Yes.
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202615687525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202615697423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_BACK_RIGHT__1533202615677893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202615662460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202615654844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202615670339.jpg" }
2f093cad7209436aa06e103bfe062857
8d50d284e3a94262a2c27caf2a365fb8
planning
What actions could the ego vehicle take based on <c2,CAM_FRONT_LEFT,0.7886,0.6667>? Why take this action and what's the probability?
The action is to remain stationary. The reason for taking this action is to follow the traffic rules, with a high probability.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202615687525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202615697423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_BACK_RIGHT__1533202615677893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202615662460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202615654844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202615670339.jpg" }
2f093cad7209436aa06e103bfe062857
8d50d284e3a94262a2c27caf2a365fb8
planning
What actions taken by the ego vehicle can lead to a collision with <c2,CAM_FRONT_LEFT,0.7886,0.6667>?
Slight left turn.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202615687525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202615697423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_BACK_RIGHT__1533202615677893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202615662460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202615654844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202615670339.jpg" }
2f093cad7209436aa06e103bfe062857
8d50d284e3a94262a2c27caf2a365fb8
planning
In this scenario, what are safe actions to take for the ego vehicle?
Brake gently to a stop, brake suddenly.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202615687525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202615697423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_BACK_RIGHT__1533202615677893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202615662460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202615654844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202615670339.jpg" }
2f093cad7209436aa06e103bfe062857
8d50d284e3a94262a2c27caf2a365fb8
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 with normal speed. B. The ego vehicle is going straight. The ego vehicle is not moving. C. The ego vehicle is steering to the right. The ego vehicle is driving slowly. D. The ego vehicle is going straight. The ego vehicle is driving slowly.
B
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202615687525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202615697423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_BACK_RIGHT__1533202615677893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202615662460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202615654844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202615670339.jpg" }
8adaf76e6005413181924e6c83053a21
674606c111a34332a95498a56858e1c3
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 back of the ego vehicle, a pedestrian to the front left of the ego vehicle, and a straight, left turn, right turn to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.4849,0.5944>, <c2,CAM_FRONT_LEFT,0.9386,0.7176>, and <c3,CAM_FRONT,0.6144,0.6750>.
[ 2 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193360437525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193360447423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193360427893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193360412460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193360404844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193360420339.jpg" }
8adaf76e6005413181924e6c83053a21
674606c111a34332a95498a56858e1c3
perception
What is the moving status of object <c1,CAM_BACK,0.4849,0.5944>? Please select the correct answer from the following options: A. Going ahead. B. Turn right. C. Turn left.
A
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193360437525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193360447423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193360427893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193360412460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193360404844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193360420339.jpg" }
8adaf76e6005413181924e6c83053a21
674606c111a34332a95498a56858e1c3
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 pedestrian at left camera. The object is going ahead, so the ego vehicle should keep going ahead at the same speed. Secondly, notice that straight, left turn, right turn at front camera. The object is a traffic sign, so the ego vehicle should keep going ahead at the same speed. Thirdly, notice that silver sedan at back camera. The object is going ahead, so the ego vehicle should keep going ahead at the same speed.
[ 3 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193360437525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193360447423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193360427893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193360412460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193360404844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193360420339.jpg" }
8adaf76e6005413181924e6c83053a21
674606c111a34332a95498a56858e1c3
prediction
Is <c1,CAM_BACK,0.4849,0.5944> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193360437525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193360447423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193360427893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193360412460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193360404844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193360420339.jpg" }
8adaf76e6005413181924e6c83053a21
674606c111a34332a95498a56858e1c3
planning
What actions could the ego vehicle take based on <c1,CAM_BACK,0.4849,0.5944>? 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, high.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193360437525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193360447423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193360427893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193360412460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193360404844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193360420339.jpg" }
8adaf76e6005413181924e6c83053a21
674606c111a34332a95498a56858e1c3
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.4849,0.5944>?
Brake suddenly.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193360437525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193360447423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193360427893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193360412460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193360404844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193360420339.jpg" }
8adaf76e6005413181924e6c83053a21
674606c111a34332a95498a56858e1c3
planning
In this scenario, what are safe actions to take for the ego vehicle?
Brake gently to a stop, decelerate gradually without braking.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193360437525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193360447423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193360427893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193360412460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193360404844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193360420339.jpg" }
8adaf76e6005413181924e6c83053a21
674606c111a34332a95498a56858e1c3
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 right. The ego vehicle is driving fast. C. The ego vehicle is slightly steering to the right. The ego vehicle is driving slowly. D. The ego vehicle is going straight. The ego vehicle is driving slowly.
D
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193360437525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193360447423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193360427893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193360412460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193360404844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193360420339.jpg" }
ba76f4185aa34ed3bff467ac640da902
2fd8f9bd71664143bc0e643a914791be
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 traffic cone to the front of the ego vehicle, a white van to the front right of the ego vehicle, a white sedan to the front right of the ego vehicle, a person wearing a white shirt to the front of the ego vehicle, and a red light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.1906,0.7676>, <c2,CAM_FRONT_RIGHT,0.6922,0.5509>, <c3,CAM_FRONT_RIGHT,0.3000,0.5963>, <c4,CAM_FRONT,0.3433,0.6611>, and <c5,CAM_FRONT,0.9852,0.2991>.
[ 2 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114333037525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114333047423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_BACK_RIGHT__1533114333027893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114333012460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114333004844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114333020339.jpg" }
ba76f4185aa34ed3bff467ac640da902
2fd8f9bd71664143bc0e643a914791be
perception
What is the moving status of object <c4,CAM_FRONT,0.3433,0.6611>? Please select the correct answer from the following options: A. Turn right. B. Turn left. C. Going ahead.
C
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114333037525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114333047423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_BACK_RIGHT__1533114333027893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114333012460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114333004844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114333020339.jpg" }
ba76f4185aa34ed3bff467ac640da902
2fd8f9bd71664143bc0e643a914791be
prediction
Is <c1,CAM_FRONT,0.1906,0.7676> a traffic sign or a road barrier?
Yes.
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114333037525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114333047423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_BACK_RIGHT__1533114333027893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114333012460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114333004844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114333020339.jpg" }
ba76f4185aa34ed3bff467ac640da902
2fd8f9bd71664143bc0e643a914791be
planning
What actions could the ego vehicle take based on <c2,CAM_FRONT_RIGHT,0.6922,0.5509>? Why take this action and what's the probability?
The action is to turn right. The reason is to follow the traffic rules, and the probability is high.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114333037525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114333047423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_BACK_RIGHT__1533114333027893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114333012460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114333004844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114333020339.jpg" }
ba76f4185aa34ed3bff467ac640da902
2fd8f9bd71664143bc0e643a914791be
planning
What actions taken by the ego vehicle can lead to a collision with <c2,CAM_FRONT_RIGHT,0.6922,0.5509>?
Sharp right turn.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114333037525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114333047423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_BACK_RIGHT__1533114333027893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114333012460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114333004844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114333020339.jpg" }
ba76f4185aa34ed3bff467ac640da902
2fd8f9bd71664143bc0e643a914791be
planning
In this scenario, what are safe actions to take for the ego vehicle?
Turn right, decelerate gradually without braking, and slightly offset to the right.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114333037525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114333047423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_BACK_RIGHT__1533114333027893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114333012460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114333004844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114333020339.jpg" }
ba76f4185aa34ed3bff467ac640da902
2fd8f9bd71664143bc0e643a914791be
behavior
Predict the behavior of the ego vehicle. Please select the correct answer from the following options: A. The ego vehicle is steering to the left. The ego vehicle is driving slowly. B. The ego vehicle is slightly steering to the left. The ego vehicle is driving very fast. C. The ego vehicle is slightly steering to the right. The ego vehicle is driving slowly. D. The ego vehicle is slightly steering to the right. The ego vehicle is driving very fast.
C
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114333037525.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114333047423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_BACK_RIGHT__1533114333027893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114333012460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114333004844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114333020339.jpg" }
b79d940da8df43d09ee972c2414ffeca
dae47bb946e8418eb0fea1267c1ba730
perception
What are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.
There is a blue car to the back of the ego vehicle, a pedestrian wearing a white shirt to the front left of the ego vehicle, and a brown sedan car to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.8109,0.6741>, <c2,CAM_FRONT_LEFT,0.5739,0.6361>, and <c3,CAM_FRONT_RIGHT,0.4328,0.7398>.
[ 2 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886095687533.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886095697423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531886095677893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886095662460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886095654844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886095670339.jpg" }
b79d940da8df43d09ee972c2414ffeca
dae47bb946e8418eb0fea1267c1ba730
perception
What is the moving status of object <c2,CAM_FRONT_LEFT,0.5739,0.6361>? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.
A
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886095687533.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886095697423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531886095677893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886095662460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886095654844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886095670339.jpg" }
b79d940da8df43d09ee972c2414ffeca
dae47bb946e8418eb0fea1267c1ba730
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 pedestrian wearing a white shirt at left camera. It is going ahead, so the ego vehicle should slow down and proceed. Secondly notice brown sedan car at right camera. It is stationary, so the ego vehicle should decelerate gradually until it comes to a stop. Thirdly notice blue car at back camera. It is stationary, so the ego vehicle should slow down and proceed.
[ 3 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886095687533.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886095697423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531886095677893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886095662460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886095654844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886095670339.jpg" }
b79d940da8df43d09ee972c2414ffeca
dae47bb946e8418eb0fea1267c1ba730
prediction
Is <c1,CAM_BACK,0.8109,0.6741> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886095687533.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886095697423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531886095677893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886095662460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886095654844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886095670339.jpg" }
b79d940da8df43d09ee972c2414ffeca
dae47bb946e8418eb0fea1267c1ba730
planning
What actions could the ego vehicle take based on <c1,CAM_BACK,0.8109,0.6741>? Why take this action and what's the probability?
The action is to keep going at the same speed. The reason is that there is no safety issue, and the probability is high.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886095687533.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886095697423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531886095677893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886095662460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886095654844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886095670339.jpg" }
b79d940da8df43d09ee972c2414ffeca
dae47bb946e8418eb0fea1267c1ba730
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.8109,0.6741>?
Change to the left lane.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886095687533.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886095697423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531886095677893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886095662460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886095654844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886095670339.jpg" }
b79d940da8df43d09ee972c2414ffeca
dae47bb946e8418eb0fea1267c1ba730
planning
In this scenario, what are safe actions to take for the ego vehicle?
Keep going at the same speed, accelerate and go ahead, slightly offset to the left, slightly offset to the right, change to the left lane, or change to the right lane.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886095687533.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886095697423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531886095677893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886095662460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886095654844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886095670339.jpg" }
b79d940da8df43d09ee972c2414ffeca
dae47bb946e8418eb0fea1267c1ba730
behavior
Predict the behavior of the ego vehicle. Please select the correct answer from the following options: A. The ego vehicle is slightly steering to the right. The ego vehicle is driving fast. B. The ego vehicle is going straight. The ego vehicle is 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 steering to the right. The ego vehicle is driving very fast.
A
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886095687533.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886095697423.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531886095677893.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886095662460.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886095654844.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886095670339.jpg" }
e15260c4ed5b4505900d497ef92ddd2d
7a639c70662c4321bfd748c47c25ca94
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 car to the back right of the ego vehicle, a black SUV to the back of the ego vehicle, a silver sedan to the front right of the ego vehicle, a black car to the front left of the ego vehicle, and a green light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK_RIGHT,0.4146,0.7509>, <c2,CAM_BACK,0.3646,0.5833>, <c3,CAM_FRONT_RIGHT,0.2453,0.5963>, <c4,CAM_FRONT_LEFT,0.4609,0.5676>, and <c5,CAM_FRONT,0.6440,0.2957>.
[ 2 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297160037558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297160047405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297160028113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297160012404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297160004799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297160020482.jpg" }
e15260c4ed5b4505900d497ef92ddd2d
7a639c70662c4321bfd748c47c25ca94
perception
What is the moving status of object <c1,CAM_BACK_RIGHT,0.4146,0.7509>? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.
A
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297160037558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297160047405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297160028113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297160012404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297160004799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297160020482.jpg" }
e15260c4ed5b4505900d497ef92ddd2d
7a639c70662c4321bfd748c47c25ca94
prediction
Is <c1,CAM_BACK_RIGHT,0.4146,0.7509> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297160037558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297160047405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297160028113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297160012404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297160004799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297160020482.jpg" }
e15260c4ed5b4505900d497ef92ddd2d
7a639c70662c4321bfd748c47c25ca94
planning
What actions could the ego vehicle take based on <c1,CAM_BACK_RIGHT,0.4146,0.7509>? 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 has a high probability.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297160037558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297160047405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297160028113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297160012404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297160004799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297160020482.jpg" }
e15260c4ed5b4505900d497ef92ddd2d
7a639c70662c4321bfd748c47c25ca94
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK_RIGHT,0.4146,0.7509>?
Sharp right turn.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297160037558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297160047405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297160028113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297160012404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297160004799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297160020482.jpg" }
e15260c4ed5b4505900d497ef92ddd2d
7a639c70662c4321bfd748c47c25ca94
planning
In this scenario, what are safe actions to take for the ego vehicle?
Keep going at the same speed.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297160037558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297160047405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297160028113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297160012404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297160004799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297160020482.jpg" }
e15260c4ed5b4505900d497ef92ddd2d
7a639c70662c4321bfd748c47c25ca94
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 slightly steering to the left. The ego vehicle is driving with normal speed. C. The ego vehicle is steering to the right. The ego vehicle is driving with normal speed. D. The ego vehicle is slightly steering to the right. The ego vehicle is driving fast.
D
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297160037558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297160047405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297160028113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297160012404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297160004799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297160020482.jpg" }
0b8948ee96ac46faad405bf1ffc70bb1
ec7523bf32734267bc88b41dac419cb0
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 back right of the ego vehicle, a gray SUV to the front right of the ego vehicle, a gray SUV to the front left of the ego vehicle, and a white truck to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK_RIGHT,0.8094,0.7398>, <c2,CAM_FRONT_RIGHT,0.3442,0.5444>, <c3,CAM_FRONT_LEFT,0.4995,0.5658>, and <c4,CAM_FRONT,0.6901,0.4074>.
[ 2 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290785537558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290785547405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290785528113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290785512404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290785504799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290785520482.jpg" }
0b8948ee96ac46faad405bf1ffc70bb1
ec7523bf32734267bc88b41dac419cb0
perception
What is the moving status of object <c2,CAM_FRONT_RIGHT,0.3442,0.5444>? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.
B
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290785537558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290785547405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290785528113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290785512404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290785504799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290785520482.jpg" }
0b8948ee96ac46faad405bf1ffc70bb1
ec7523bf32734267bc88b41dac419cb0
prediction
Is <c1,CAM_BACK_RIGHT,0.8094,0.7398> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290785537558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290785547405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290785528113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290785512404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290785504799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290785520482.jpg" }
0b8948ee96ac46faad405bf1ffc70bb1
ec7523bf32734267bc88b41dac419cb0
planning
What actions could the ego vehicle take based on <c1,CAM_BACK_RIGHT,0.8094,0.7398>? Why take this action and what's the probability?
The action is to turn right because there is no safety issue. The probability of this action is high.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290785537558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290785547405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290785528113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290785512404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290785504799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290785520482.jpg" }
0b8948ee96ac46faad405bf1ffc70bb1
ec7523bf32734267bc88b41dac419cb0
planning
What actions taken by the ego vehicle can lead to a collision with <c2,CAM_FRONT_RIGHT,0.3442,0.5444>?
Accelerating and going straight.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290785537558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290785547405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290785528113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290785512404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290785504799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290785520482.jpg" }
0b8948ee96ac46faad405bf1ffc70bb1
ec7523bf32734267bc88b41dac419cb0
planning
In this scenario, what are safe actions to take for the ego vehicle?
Turn right, slightly offset to the right.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290785537558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290785547405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290785528113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290785512404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290785504799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290785520482.jpg" }
0b8948ee96ac46faad405bf1ffc70bb1
ec7523bf32734267bc88b41dac419cb0
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 very fast. 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 right. The ego vehicle is driving very fast. D. The ego vehicle is slightly steering to the right. The ego vehicle is driving slowly.
D
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290785537558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290785547405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290785528113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290785512404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290785504799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290785520482.jpg" }
53c92676ef334011bd4689494ac11fa0
971f7df7e4f64081a7b22089a8532caf
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 motorcycle to the front left of the ego vehicle, pedestrians crossing the road to the front left of the ego vehicle, and a black sedan to the back of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_LEFT,0.5917,0.6009>, <c2,CAM_FRONT_LEFT,0.8942,0.5908>, and <c3,CAM_BACK,0.4309,0.6047>.
[ 2 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621793637558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621793647405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621793628113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621793612404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621793604799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621793620482.jpg" }
53c92676ef334011bd4689494ac11fa0
971f7df7e4f64081a7b22089a8532caf
perception
What is the moving status of object <c2,CAM_FRONT_LEFT,0.8942,0.5908>? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.
A
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621793637558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621793647405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621793628113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621793612404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621793604799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621793620482.jpg" }
53c92676ef334011bd4689494ac11fa0
971f7df7e4f64081a7b22089a8532caf
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 pedestrians crossing the road at left camera. It is going ahead, so the ego vehicle should keep going ahead at the same speed. Secondly, notice black sedan at back camera. It is turning right, so the ego vehicle should keep going ahead at the same speed. Thirdly, notice motorcycle at left camera. It is stationary, so the ego vehicle should keep going ahead at the same speed.
[ 3 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621793637558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621793647405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621793628113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621793612404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621793604799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621793620482.jpg" }
53c92676ef334011bd4689494ac11fa0
971f7df7e4f64081a7b22089a8532caf
prediction
Is <c1,CAM_FRONT_LEFT,0.5917,0.6009> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621793637558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621793647405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621793628113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621793612404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621793604799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621793620482.jpg" }
53c92676ef334011bd4689494ac11fa0
971f7df7e4f64081a7b22089a8532caf
planning
What actions could the ego vehicle take based on <c1,CAM_FRONT_LEFT,0.5917,0.6009>? 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": "data/nuscenes/samples/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621793637558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621793647405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621793628113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621793612404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621793604799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621793620482.jpg" }
53c92676ef334011bd4689494ac11fa0
971f7df7e4f64081a7b22089a8532caf
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_LEFT,0.5917,0.6009>?
Slight left turn.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621793637558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621793647405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621793628113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621793612404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621793604799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621793620482.jpg" }
53c92676ef334011bd4689494ac11fa0
971f7df7e4f64081a7b22089a8532caf
planning
In this scenario, what are safe actions to take for the ego vehicle?
Turn right, decelerate gradually without braking, slightly offset to the left, and slightly offset to the right.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621793637558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621793647405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621793628113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621793612404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621793604799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621793620482.jpg" }
53c92676ef334011bd4689494ac11fa0
971f7df7e4f64081a7b22089a8532caf
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 left. The ego vehicle is driving very fast. C. The ego vehicle is slightly steering to the right. The ego vehicle is driving with normal speed. D. The ego vehicle is going straight. The ego vehicle is driving slowly.
C
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621793637558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621793647405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621793628113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621793612404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621793604799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621793620482.jpg" }
c133e78e55ae487c821803a3b183d1ab
ecd7b29ba9644fc99af37fac3d5fa691
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 small car to the front of the ego vehicle, a gray car to the back of the ego vehicle, and a yellow traffic sign to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.3401,0.5611>, <c2,CAM_BACK,0.5443,0.5639>, and <c3,CAM_FRONT,0.5927,0.5224>.
[ 2 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573085387558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573085397405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573085378113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573085362404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573085354799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573085370482.jpg" }
c133e78e55ae487c821803a3b183d1ab
ecd7b29ba9644fc99af37fac3d5fa691
perception
What is the moving status of object <c2,CAM_BACK,0.5443,0.5639>? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.
B
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573085387558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573085397405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573085378113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573085362404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573085354799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573085370482.jpg" }
c133e78e55ae487c821803a3b183d1ab
ecd7b29ba9644fc99af37fac3d5fa691
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 yellow traffic sign at front camera. The object is a traffic sign, so the ego vehicle should slow down and continue ahead. Secondly, notice black small car at front camera. The object is stationary, so the ego vehicle should continue ahead at the same speed. Thirdly, notice gray car at back camera. The object is moving ahead, so the ego vehicle should continue ahead at the same speed.
[ 3 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573085387558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573085397405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573085378113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573085362404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573085354799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573085370482.jpg" }
c133e78e55ae487c821803a3b183d1ab
ecd7b29ba9644fc99af37fac3d5fa691
prediction
Is <c1,CAM_FRONT,0.3401,0.5611> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573085387558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573085397405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573085378113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573085362404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573085354799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573085370482.jpg" }
c133e78e55ae487c821803a3b183d1ab
ecd7b29ba9644fc99af37fac3d5fa691
planning
What actions could the ego vehicle take based on <c1,CAM_FRONT,0.3401,0.5611>? 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": "data/nuscenes/samples/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573085387558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573085397405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573085378113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573085362404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573085354799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573085370482.jpg" }
c133e78e55ae487c821803a3b183d1ab
ecd7b29ba9644fc99af37fac3d5fa691
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.3401,0.5611>?
No such action will lead to a collision.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573085387558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573085397405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573085378113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573085362404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573085354799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573085370482.jpg" }
c133e78e55ae487c821803a3b183d1ab
ecd7b29ba9644fc99af37fac3d5fa691
planning
In this scenario, what are safe actions to take for the ego vehicle?
Keep going at the same speed, decelerate gradually without braking.
[ 1 ]
{ "CAM_BACK": "data/nuscenes/samples/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573085387558.jpg", "CAM_BACK_LEFT": "data/nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573085397405.jpg", "CAM_BACK_RIGHT": "data/nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573085378113.jpg", "CAM_FRONT": "data/nuscenes/samples/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573085362404.jpg", "CAM_FRONT_LEFT": "data/nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573085354799.jpg", "CAM_FRONT_RIGHT": "data/nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573085370482.jpg" }