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1c76efe7d0b048bc815c0445eeaa76ab
5292f0009e4644acb946f0a9eaae4e37
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.8781,0.6120>?
Back up.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490007287558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490007297405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_BACK_RIGHT__1535490007278113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490007262404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490007254799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490007270482.jpg" }
1c76efe7d0b048bc815c0445eeaa76ab
5292f0009e4644acb946f0a9eaae4e37
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": "../nuscenes/samples/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490007287558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490007297405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_BACK_RIGHT__1535490007278113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490007262404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490007254799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490007270482.jpg" }
1c76efe7d0b048bc815c0445eeaa76ab
5292f0009e4644acb946f0a9eaae4e37
behavior
Predict the behavior of the ego vehicle. Please select the correct answer from the following options: A. The ego vehicle is slightly steering to the right. The ego vehicle is driving very fast. B. The ego vehicle is steering to the right. The ego vehicle is driving very fast. C. The ego vehicle is slightly steering to the left. The ego vehicle is driving slowly. D. The ego vehicle is going straight. The ego vehicle is driving slowly.
C
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490007287558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490007297405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_BACK_RIGHT__1535490007278113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490007262404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490007254799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490007270482.jpg" }
1c76efe7d0b048bc815c0445eeaa76ab
8ae837b713ca4c17b150a15e6fcdaa49
perception
What are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.
There is a black SUV to the front of the ego vehicle, a white SUV to the back of the ego vehicle, a pedestrian to the front of the ego vehicle, a silver sedan to the back right of the ego vehicle, and a silver SUV to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.4854,0.5722>, <c2,CAM_BACK,0.4750,0.5917>, <c3,CAM_FRONT,0.5214,0.6203>, <c4,CAM_BACK_RIGHT,0.3036,0.7703>, and <c5,CAM_FRONT_RIGHT,0.1563,0.6963>.
[ 2 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490017787558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490017797405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_BACK_RIGHT__1535490017778113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490017762404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490017754799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490017770482.jpg" }
1c76efe7d0b048bc815c0445eeaa76ab
8ae837b713ca4c17b150a15e6fcdaa49
perception
What is the moving status of object <c2,CAM_BACK,0.4750,0.5917>? Please select the correct answer from the following options: A. Turn left. B. Turn right. C. Going ahead.
C
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490017787558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490017797405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_BACK_RIGHT__1535490017778113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490017762404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490017754799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490017770482.jpg" }
1c76efe7d0b048bc815c0445eeaa76ab
8ae837b713ca4c17b150a15e6fcdaa49
prediction
Is <c1,CAM_FRONT,0.4854,0.5722> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490017787558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490017797405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_BACK_RIGHT__1535490017778113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490017762404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490017754799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490017770482.jpg" }
1c76efe7d0b048bc815c0445eeaa76ab
8ae837b713ca4c17b150a15e6fcdaa49
planning
What actions could the ego vehicle take based on <c1,CAM_FRONT,0.4854,0.5722>? Why take this action and what's the probability?
The action is to slightly offset to the left in maneuvering. The reason is to avoid a collision, which has a high probability.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490017787558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490017797405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_BACK_RIGHT__1535490017778113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490017762404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490017754799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490017770482.jpg" }
1c76efe7d0b048bc815c0445eeaa76ab
8ae837b713ca4c17b150a15e6fcdaa49
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.4854,0.5722>?
Accelerate and go straight.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490017787558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490017797405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_BACK_RIGHT__1535490017778113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490017762404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490017754799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490017770482.jpg" }
1c76efe7d0b048bc815c0445eeaa76ab
8ae837b713ca4c17b150a15e6fcdaa49
planning
In this scenario, what are safe actions to take for the ego vehicle?
Brake gently to a stop, slightly offset to the left.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490017787558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490017797405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_BACK_RIGHT__1535490017778113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490017762404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490017754799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490017770482.jpg" }
1c76efe7d0b048bc815c0445eeaa76ab
8ae837b713ca4c17b150a15e6fcdaa49
behavior
Predict the behavior of the ego vehicle. Please select the correct answer from the following options: A. The ego vehicle is going straight. The ego vehicle is driving with normal speed. B. The ego vehicle is slightly steering to the left. The ego vehicle is driving with normal speed. C. The ego vehicle is slightly steering to the left. The ego vehicle is driving fast. D. The ego vehicle is going straight. The ego vehicle is not moving.
D
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490017787558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490017797405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_BACK_RIGHT__1535490017778113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490017762404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490017754799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490017770482.jpg" }
1fbcc26ebf6948bb964d3ae74939e8ea
03d203bc6766450dbd430d425c9b3447
perception
What are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.
There is a white sedan to the front of the ego vehicle, a white traffic sign to the front of the ego vehicle, and a white SUV to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.3042,0.5408>, <c2,CAM_FRONT,0.3073,0.5941>, and <c3,CAM_FRONT,0.2708,0.5396>.
[ 2 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114270187525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114270197423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_BACK_RIGHT__1533114270177893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114270162460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114270154844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114270170339.jpg" }
1fbcc26ebf6948bb964d3ae74939e8ea
03d203bc6766450dbd430d425c9b3447
perception
What is the moving status of object <c1,CAM_FRONT,0.3042,0.5408>? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.
A
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114270187525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114270197423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_BACK_RIGHT__1533114270177893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114270162460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114270154844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114270170339.jpg" }
1fbcc26ebf6948bb964d3ae74939e8ea
03d203bc6766450dbd430d425c9b3447
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 white traffic sign at front camera. It is stationary, so the ego vehicle should continue ahead at the same speed. Secondly, notice white suv at front camera. It is going ahead, so the ego vehicle should continue ahead at the same speed. Thirdly, notice white sedan at front camera. It is going ahead, so the ego vehicle should continue ahead at the same speed.
[ 3 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114270187525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114270197423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_BACK_RIGHT__1533114270177893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114270162460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114270154844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114270170339.jpg" }
1fbcc26ebf6948bb964d3ae74939e8ea
03d203bc6766450dbd430d425c9b3447
prediction
Is <c1,CAM_FRONT,0.3042,0.5408> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114270187525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114270197423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_BACK_RIGHT__1533114270177893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114270162460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114270154844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114270170339.jpg" }
1fbcc26ebf6948bb964d3ae74939e8ea
03d203bc6766450dbd430d425c9b3447
planning
What actions could the ego vehicle take based on <c1,CAM_FRONT,0.3042,0.5408>? 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, with a high probability.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114270187525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114270197423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_BACK_RIGHT__1533114270177893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114270162460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114270154844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114270170339.jpg" }
1fbcc26ebf6948bb964d3ae74939e8ea
03d203bc6766450dbd430d425c9b3447
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.3042,0.5408>?
Slight right turn.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114270187525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114270197423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_BACK_RIGHT__1533114270177893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114270162460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114270154844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114270170339.jpg" }
1fbcc26ebf6948bb964d3ae74939e8ea
03d203bc6766450dbd430d425c9b3447
planning
In this scenario, what are safe actions to take for the ego vehicle?
Keep going at the same speed, slightly offset to the right.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114270187525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114270197423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_BACK_RIGHT__1533114270177893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114270162460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114270154844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114270170339.jpg" }
1fbcc26ebf6948bb964d3ae74939e8ea
03d203bc6766450dbd430d425c9b3447
behavior
Predict the behavior of the ego vehicle. Please select the correct answer from the following options: A. The ego vehicle is slightly steering to the left. The ego vehicle is driving very fast. B. The ego vehicle is steering to the right. The ego vehicle is driving with normal speed. C. The ego vehicle is steering to the left. The ego vehicle is driving with normal speed. D. The ego vehicle is steering to the left. The ego vehicle is driving fast.
C
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114270187525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114270197423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_BACK_RIGHT__1533114270177893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114270162460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114270154844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114270170339.jpg" }
4284a8d9b40d42edb9725543db91381e
81bb51133a85471cbf2949c6b279b65a
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 traffic police wearing black pants to the front right of the ego vehicle, a gray sedan to the front right of the ego vehicle, a silver sedan to the back left of the ego vehicle, a white SUV to the front of the ego vehicle, and a white truck to the back right of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_RIGHT,0.8344,0.6676>, <c2,CAM_FRONT_RIGHT,0.2250,0.6176>, <c3,CAM_BACK_LEFT,0.7661,0.6352>, <c4,CAM_FRONT,0.7172,0.5519>, and <c5,CAM_BACK_RIGHT,0.5964,0.5158>.
[ 2 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728831387558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728831397405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728831378113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728831362404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728831354799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728831370482.jpg" }
4284a8d9b40d42edb9725543db91381e
81bb51133a85471cbf2949c6b279b65a
perception
What is the moving status of object <c1,CAM_FRONT_RIGHT,0.8344,0.6676>? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.
A
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728831387558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728831397405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728831378113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728831362404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728831354799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728831370482.jpg" }
4284a8d9b40d42edb9725543db91381e
81bb51133a85471cbf2949c6b279b65a
prediction
Is <c1,CAM_FRONT_RIGHT,0.8344,0.6676> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728831387558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728831397405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728831378113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728831362404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728831354799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728831370482.jpg" }
4284a8d9b40d42edb9725543db91381e
81bb51133a85471cbf2949c6b279b65a
planning
What actions could the ego vehicle take based on <c1,CAM_FRONT_RIGHT,0.8344,0.6676>? Why take this action and what's the probability?
The action is to turn left, the reason is to avoid a collision with the vehicle detected by the front right camera at a distance of 1335.0 meters and a relative speed of 600.8 m/s, and the probability of taking this action is high.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728831387558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728831397405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728831378113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728831362404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728831354799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728831370482.jpg" }
4284a8d9b40d42edb9725543db91381e
81bb51133a85471cbf2949c6b279b65a
planning
What actions taken by the ego vehicle can lead to a collision with <c2,CAM_FRONT_RIGHT,0.2250,0.6176>?
Accelerating and going straight can lead to a collision with <c2,CAM_FRONT_RIGHT,0.2250,0.6176>.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728831387558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728831397405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728831378113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728831362404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728831354799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728831370482.jpg" }
4284a8d9b40d42edb9725543db91381e
81bb51133a85471cbf2949c6b279b65a
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, turn left, and decelerate gradually without braking.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728831387558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728831397405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728831378113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728831362404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728831354799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728831370482.jpg" }
4284a8d9b40d42edb9725543db91381e
81bb51133a85471cbf2949c6b279b65a
behavior
Predict the behavior of the ego vehicle. Please select the correct answer from the following options: A. The ego vehicle is slightly steering to the right. The ego vehicle is driving very fast. B. The ego vehicle is 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 slowly. D. The ego vehicle is steering to the right. The ego vehicle is driving fast.
B
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728831387558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728831397405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728831378113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728831362404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728831354799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728831370482.jpg" }
209e9e9c3a2e4a399c44b6aa8be659d6
672026f4880e440da4aff8367d289745
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 obstacle to the front right of the ego vehicle, a silver sedan to the back of the ego vehicle, a black car to the front of the ego vehicle, a cone-shaped barrier to the back of the ego vehicle, and a walking person to the front left of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_RIGHT,0.5864,0.8241>, <c2,CAM_BACK,0.7229,0.5620>, <c3,CAM_FRONT,0.5859,0.5509>, <c4,CAM_BACK,0.2989,0.7417>, and <c5,CAM_FRONT_LEFT,0.5708,0.5287>.
[ 2 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931882187525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931882197423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537931882177916.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931882162460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931882154844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931882170339.jpg" }
209e9e9c3a2e4a399c44b6aa8be659d6
672026f4880e440da4aff8367d289745
perception
What is the moving status of object <c2,CAM_BACK,0.7229,0.5620>? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.
A
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931882187525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931882197423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537931882177916.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931882162460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931882154844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931882170339.jpg" }
209e9e9c3a2e4a399c44b6aa8be659d6
672026f4880e440da4aff8367d289745
prediction
Is <c1,CAM_FRONT_RIGHT,0.5864,0.8241> a traffic sign or a road barrier?
Yes.
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931882187525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931882197423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537931882177916.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931882162460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931882154844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931882170339.jpg" }
209e9e9c3a2e4a399c44b6aa8be659d6
672026f4880e440da4aff8367d289745
planning
What actions could the ego vehicle take based on <c2,CAM_BACK,0.7229,0.5620>? Why take this action and what's the probability?
The action is to keep going at the same speed. The reason is that there is no safety issue, and the probability is high.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931882187525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931882197423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537931882177916.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931882162460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931882154844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931882170339.jpg" }
209e9e9c3a2e4a399c44b6aa8be659d6
672026f4880e440da4aff8367d289745
planning
What actions taken by the ego vehicle can lead to a collision with <c2,CAM_BACK,0.7229,0.5620>?
Back up.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931882187525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931882197423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537931882177916.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931882162460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931882154844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931882170339.jpg" }
209e9e9c3a2e4a399c44b6aa8be659d6
672026f4880e440da4aff8367d289745
planning
In this scenario, what are safe actions to take for the ego vehicle?
Decelerate gradually without braking and continue at the same speed.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931882187525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931882197423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537931882177916.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931882162460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931882154844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931882170339.jpg" }
209e9e9c3a2e4a399c44b6aa8be659d6
672026f4880e440da4aff8367d289745
behavior
Predict the behavior of the ego vehicle. Please select the correct answer from the following options: A. The ego vehicle is slightly steering to the left. The ego vehicle is driving slowly. 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 very fast. D. The ego vehicle is going straight. The ego vehicle is driving with normal speed.
B
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931882187525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931882197423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537931882177916.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931882162460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931882154844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931882170339.jpg" }
209e9e9c3a2e4a399c44b6aa8be659d6
348064aa35124ca080e3d52057f13005
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 and white traffic cone to the front of the ego vehicle, a gray sedan to the back of the ego vehicle, a red and white traffic cone to the front right of the ego vehicle, a red and white traffic cone to the front left of the ego vehicle, and a worker wearing a yellow helmet to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.3849,0.7139>, <c2,CAM_BACK,0.3231,0.6787>, <c3,CAM_FRONT_RIGHT,0.0661,0.6852>, <c4,CAM_FRONT_LEFT,0.6864,0.6694>, and <c5,CAM_FRONT,0.5989,0.5111>.
[ 2 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931866937525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931866947423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537931866927893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931866912460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931866904844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931866920339.jpg" }
209e9e9c3a2e4a399c44b6aa8be659d6
348064aa35124ca080e3d52057f13005
perception
What is the moving status of object <c2,CAM_BACK,0.3231,0.6787>? Please select the correct answer from the following options: A. Going ahead. B. Turn right. C. Turn left.
B
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931866937525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931866947423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537931866927893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931866912460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931866904844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931866920339.jpg" }
209e9e9c3a2e4a399c44b6aa8be659d6
348064aa35124ca080e3d52057f13005
prediction
Is <c1,CAM_FRONT,0.3849,0.7139> a traffic sign or a road barrier?
Yes.
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931866937525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931866947423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537931866927893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931866912460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931866904844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931866920339.jpg" }
209e9e9c3a2e4a399c44b6aa8be659d6
348064aa35124ca080e3d52057f13005
planning
What actions could the ego vehicle take based on <c2,CAM_BACK,0.3231,0.6787>? Why take this action and what's the probability?
The action is to keep going at the same speed. The reason is that there is no safety issue, and the probability is high.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931866937525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931866947423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537931866927893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931866912460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931866904844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931866920339.jpg" }
209e9e9c3a2e4a399c44b6aa8be659d6
348064aa35124ca080e3d52057f13005
planning
What actions taken by the ego vehicle can lead to a collision with <c2,CAM_BACK,0.3231,0.6787>?
Back up.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931866937525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931866947423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537931866927893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931866912460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931866904844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931866920339.jpg" }
209e9e9c3a2e4a399c44b6aa8be659d6
348064aa35124ca080e3d52057f13005
planning
In this scenario, what are safe actions to take for the ego vehicle?
Keep going at the same speed, decelerate gradually without braking, turn left, and slightly offset to the left.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931866937525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931866947423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537931866927893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931866912460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931866904844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931866920339.jpg" }
209e9e9c3a2e4a399c44b6aa8be659d6
348064aa35124ca080e3d52057f13005
behavior
Predict the behavior of the ego vehicle. Please select the correct answer from the following options: A. The ego vehicle is slightly steering to the right. The ego vehicle is driving slowly. B. The ego vehicle is slightly steering to the left. The ego vehicle is driving 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.
B
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931866937525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931866947423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537931866927893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931866912460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931866904844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931866920339.jpg" }
0e247ba64b9d4a34a7256b6c173b1b5d
2700a5b22cd14a0c81d452873d6d49d7
perception
What are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.
There is a white truck to the front left of the ego vehicle, a silver sedan to the back of the ego vehicle, and a white truck to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_LEFT,0.3613,0.4337>, <c2,CAM_BACK,0.6126,0.7140>, and <c3,CAM_FRONT_RIGHT,0.1589,0.4852>.
[ 2 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299228387558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299228397405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537299228378113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299228362404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299228354799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299228370482.jpg" }
0e247ba64b9d4a34a7256b6c173b1b5d
2700a5b22cd14a0c81d452873d6d49d7
perception
What is the moving status of object <c1,CAM_FRONT_LEFT,0.3613,0.4337>? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.
B
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299228387558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299228397405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537299228378113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299228362404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299228354799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299228370482.jpg" }
0e247ba64b9d4a34a7256b6c173b1b5d
2700a5b22cd14a0c81d452873d6d49d7
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 white truck at left camera. The object is going ahead, so the ego vehicle should keep going ahead at the same speed. Secondly, notice that white truck at right camera. The object is going ahead, so the ego vehicle should keep going ahead at the same speed. Thirdly, notice that silver sedan at back camera. The object is turning left, so the ego vehicle should keep going ahead at the same speed.
[ 3 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299228387558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299228397405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537299228378113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299228362404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299228354799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299228370482.jpg" }
0e247ba64b9d4a34a7256b6c173b1b5d
2700a5b22cd14a0c81d452873d6d49d7
prediction
Is <c1,CAM_FRONT_LEFT,0.3613,0.4337> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299228387558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299228397405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537299228378113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299228362404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299228354799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299228370482.jpg" }
0e247ba64b9d4a34a7256b6c173b1b5d
2700a5b22cd14a0c81d452873d6d49d7
planning
What actions could the ego vehicle take based on <c1,CAM_FRONT_LEFT,0.3613,0.4337>? Why take this action and what's the probability?
The action is to decelerate gradually without braking. The reason is to avoid a collision. The probability is high.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299228387558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299228397405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537299228378113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299228362404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299228354799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299228370482.jpg" }
0e247ba64b9d4a34a7256b6c173b1b5d
2700a5b22cd14a0c81d452873d6d49d7
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_LEFT,0.3613,0.4337>?
Sharp left turn.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299228387558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299228397405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537299228378113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299228362404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299228354799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299228370482.jpg" }
0e247ba64b9d4a34a7256b6c173b1b5d
2700a5b22cd14a0c81d452873d6d49d7
planning
In this scenario, what are safe actions to take for the ego vehicle?
Slightly offset to the left, turn left safely.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299228387558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299228397405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537299228378113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299228362404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299228354799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299228370482.jpg" }
0e247ba64b9d4a34a7256b6c173b1b5d
2700a5b22cd14a0c81d452873d6d49d7
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 steering to the left. The ego vehicle is driving with normal speed. C. The ego vehicle is steering to the left. The ego vehicle is driving slowly. D. The ego vehicle is slightly steering to the left. The ego vehicle is driving slowly.
B
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299228387558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299228397405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537299228378113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299228362404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299228354799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299228370482.jpg" }
4431d97ea17044ad9c09c13d16684054
3348c4c56bf44be1b5eb8146d900f081
perception
What are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.
There is a white sedan car to the back of the ego vehicle, a gray sedan to the back of the ego vehicle, and a gray-black sedan to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.5948,0.5953>, <c2,CAM_BACK,0.1163,0.6926>, and <c3,CAM_FRONT,0.1344,0.5000>.
[ 2 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662766537525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662766547423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532662766527893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662766512460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662766504844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662766520339.jpg" }
4431d97ea17044ad9c09c13d16684054
3348c4c56bf44be1b5eb8146d900f081
perception
What is the moving status of object <c1,CAM_BACK,0.5948,0.5953>? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.
A
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662766537525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662766547423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532662766527893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662766512460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662766504844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662766520339.jpg" }
4431d97ea17044ad9c09c13d16684054
3348c4c56bf44be1b5eb8146d900f081
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 gray-black sedan at front camera. The object is stationary, so the ego vehicle should continue ahead at the same speed. Secondly, notice that gray sedan at back camera. The object is stationary, so the ego vehicle should continue ahead at the same speed. Thirdly, notice that white sedan car at back camera. The object is moving ahead, so the ego vehicle should continue ahead at the same speed.
[ 3 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662766537525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662766547423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532662766527893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662766512460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662766504844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662766520339.jpg" }
4431d97ea17044ad9c09c13d16684054
3348c4c56bf44be1b5eb8146d900f081
prediction
Is <c1,CAM_BACK,0.5948,0.5953> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662766537525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662766547423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532662766527893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662766512460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662766504844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662766520339.jpg" }
4431d97ea17044ad9c09c13d16684054
3348c4c56bf44be1b5eb8146d900f081
planning
What actions could the ego vehicle take based on <c1,CAM_BACK,0.5948,0.5953>? Why take this action and what's the probability?
The action is to keep going at the same speed because there is no safety issue. The probability of taking this action is high.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662766537525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662766547423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532662766527893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662766512460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662766504844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662766520339.jpg" }
4431d97ea17044ad9c09c13d16684054
3348c4c56bf44be1b5eb8146d900f081
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.5948,0.5953>?
Back up.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662766537525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662766547423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532662766527893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662766512460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662766504844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662766520339.jpg" }
4431d97ea17044ad9c09c13d16684054
3348c4c56bf44be1b5eb8146d900f081
planning
In this scenario, what are safe actions to take for the ego vehicle?
Slightly offset to the right, keep going at the same speed, and decelerate gradually without braking.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662766537525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662766547423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532662766527893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662766512460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662766504844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662766520339.jpg" }
4431d97ea17044ad9c09c13d16684054
3348c4c56bf44be1b5eb8146d900f081
behavior
Predict the behavior of the ego vehicle. Please select the correct answer from the following options: A. The ego vehicle is slightly steering to the left. The ego vehicle is driving slowly. 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 slowly. D. The ego vehicle is going straight. The ego vehicle is not moving.
A
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662766537525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662766547423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532662766527893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662766512460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662766504844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662766520339.jpg" }
b829278aae2747959f2a95423455bbcb
e962e335984b400c8239157c0982f435
perception
What are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.
There is a gray SUV to the front left of the ego vehicle, a white truck to the front of the ego vehicle, pedestrians crossing the road to the front of the ego vehicle, a white motorhome to the back of the ego vehicle, and a white SUV to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_LEFT,0.6974,0.5889>, <c2,CAM_FRONT,0.4692,0.5064>, <c3,CAM_FRONT,0.6823,0.5602>, <c4,CAM_BACK,0.3229,0.5611>, and <c5,CAM_FRONT_RIGHT,0.3911,0.7797>.
[ 2 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293226287558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293226297405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_BACK_RIGHT__1537293226278113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293226262404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293226254799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293226270482.jpg" }
b829278aae2747959f2a95423455bbcb
e962e335984b400c8239157c0982f435
perception
What is the moving status of object <c3,CAM_FRONT,0.6823,0.5602>? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.
B
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293226287558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293226297405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_BACK_RIGHT__1537293226278113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293226262404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293226254799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293226270482.jpg" }
b829278aae2747959f2a95423455bbcb
e962e335984b400c8239157c0982f435
prediction
Is <c1,CAM_FRONT_LEFT,0.6974,0.5889> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293226287558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293226297405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_BACK_RIGHT__1537293226278113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293226262404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293226254799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293226270482.jpg" }
b829278aae2747959f2a95423455bbcb
e962e335984b400c8239157c0982f435
planning
What actions could the ego vehicle take based on <c1,CAM_FRONT_LEFT,0.6974,0.5889>? Why take this action and what's the probability?
The action is to keep going at the same speed. The reason is that there is no safety issue, with a high probability.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293226287558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293226297405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_BACK_RIGHT__1537293226278113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293226262404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293226254799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293226270482.jpg" }
b829278aae2747959f2a95423455bbcb
e962e335984b400c8239157c0982f435
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_LEFT,0.6974,0.5889>?
Sharp left turn.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293226287558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293226297405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_BACK_RIGHT__1537293226278113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293226262404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293226254799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293226270482.jpg" }
b829278aae2747959f2a95423455bbcb
e962e335984b400c8239157c0982f435
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": "../nuscenes/samples/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293226287558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293226297405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_BACK_RIGHT__1537293226278113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293226262404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293226254799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293226270482.jpg" }
b829278aae2747959f2a95423455bbcb
e962e335984b400c8239157c0982f435
behavior
Predict the behavior of the ego vehicle. Please select the correct answer from the following options: A. The ego vehicle is slightly steering to the left. The ego vehicle is driving slowly. B. The ego vehicle is slightly steering to the left. The ego vehicle is driving fast. C. The ego vehicle is steering to the left. The ego vehicle is driving very fast. D. The ego vehicle is slightly steering to the right. The ego vehicle is driving with normal speed.
B
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293226287558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293226297405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_BACK_RIGHT__1537293226278113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293226262404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293226254799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293226270482.jpg" }
9ac6dff089a84a6d8f066122443a10db
7f32be25afaa443b835caa40b5e19b80
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 bus to the back of the ego vehicle, a black SUV to the front left of the ego vehicle, a pedestrian wearing a black shirt to the front of the ego vehicle, a red and white signboard to the back left of the ego vehicle, a red and blue sign to the back right of the ego vehicle, and a wide-angle lens to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.5833,0.5658>, <c2,CAM_FRONT_LEFT,0.5232,0.7280>, <c3,CAM_FRONT,0.3958,0.5722>, <c4,CAM_BACK_LEFT,0.5373,0.5130>, <c5,CAM_BACK_RIGHT,0.3996,0.5488>, and <c6,CAM_FRONT_RIGHT,0.4626,0.6582>.
[ 2 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985204287525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985204297423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985204277893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985204262460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985204254844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985204270339.jpg" }
9ac6dff089a84a6d8f066122443a10db
7f32be25afaa443b835caa40b5e19b80
perception
What is the moving status of object <c1,CAM_BACK,0.5833,0.5658>? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.
A
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985204287525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985204297423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985204277893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985204262460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985204254844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985204270339.jpg" }
9ac6dff089a84a6d8f066122443a10db
7f32be25afaa443b835caa40b5e19b80
prediction
Is <c1,CAM_BACK,0.5833,0.5658> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985204287525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985204297423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985204277893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985204262460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985204254844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985204270339.jpg" }
9ac6dff089a84a6d8f066122443a10db
7f32be25afaa443b835caa40b5e19b80
planning
What actions could the ego vehicle take based on <c1,CAM_BACK,0.5833,0.5658>? Why take this action and what's the probability?
The action is to keep going at the same speed because there is no safety issue, with a high probability.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985204287525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985204297423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985204277893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985204262460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985204254844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985204270339.jpg" }
9ac6dff089a84a6d8f066122443a10db
7f32be25afaa443b835caa40b5e19b80
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.5833,0.5658>?
Brake suddenly.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985204287525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985204297423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985204277893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985204262460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985204254844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985204270339.jpg" }
9ac6dff089a84a6d8f066122443a10db
7f32be25afaa443b835caa40b5e19b80
planning
In this scenario, what are safe actions to take for the ego vehicle?
Keep going at the same speed, slightly offset to the right, and slightly offset to the left.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985204287525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985204297423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985204277893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985204262460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985204254844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985204270339.jpg" }
9ac6dff089a84a6d8f066122443a10db
7f32be25afaa443b835caa40b5e19b80
behavior
Predict the behavior of the ego vehicle. Please select the correct answer from the following options: A. The ego vehicle is slightly steering to the left. The ego vehicle is driving with normal speed. 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 slowly. D. The ego vehicle is slightly steering to the right. The ego vehicle is driving with normal speed.
A
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985204287525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985204297423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985204277893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985204262460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985204254844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985204270339.jpg" }
261e8288cf5647e396ab584e210e4ba1
c491f4208578427196426474746a16f1
perception
What are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.
There is a black car to the back right of the ego vehicle, a person wearing a white shirt to the front of the ego vehicle, and a white straight left arrow to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK_RIGHT,0.4938,0.7342>, <c2,CAM_FRONT,0.3391,0.5509>, and <c3,CAM_FRONT,0.4589,0.5950>.
[ 2 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985735187525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985735197423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985735177893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985735162460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985735154844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985735170339.jpg" }
261e8288cf5647e396ab584e210e4ba1
c491f4208578427196426474746a16f1
perception
What is the moving status of object <c1,CAM_BACK_RIGHT,0.4938,0.7342>? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.
A
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985735187525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985735197423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985735177893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985735162460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985735154844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985735170339.jpg" }
261e8288cf5647e396ab584e210e4ba1
c491f4208578427196426474746a16f1
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 white straight left arrow at front camera. The object is a traffic sign, so the ego vehicle should continue ahead at the same speed. Secondly notice that person wearing a white shirt at front camera. The object is stationary, so the ego vehicle should continue ahead at the same speed. Thirdly notice that black car at right rear camera. The object is going ahead, so the ego vehicle should continue ahead at the same speed.
[ 3 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985735187525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985735197423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985735177893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985735162460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985735154844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985735170339.jpg" }
261e8288cf5647e396ab584e210e4ba1
c491f4208578427196426474746a16f1
prediction
Is <c1,CAM_BACK_RIGHT,0.4938,0.7342> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985735187525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985735197423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985735177893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985735162460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985735154844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985735170339.jpg" }
261e8288cf5647e396ab584e210e4ba1
c491f4208578427196426474746a16f1
planning
What actions could the ego vehicle take based on <c1,CAM_BACK_RIGHT,0.4938,0.7342>? Why take this action and what's the probability?
The action is to keep going at the same speed. The reason is that there is no safety issue, and the probability is high.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985735187525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985735197423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985735177893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985735162460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985735154844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985735170339.jpg" }
261e8288cf5647e396ab584e210e4ba1
c491f4208578427196426474746a16f1
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK_RIGHT,0.4938,0.7342>?
No such action will lead to a collision.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985735187525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985735197423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985735177893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985735162460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985735154844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985735170339.jpg" }
261e8288cf5647e396ab584e210e4ba1
c491f4208578427196426474746a16f1
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": "../nuscenes/samples/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985735187525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985735197423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985735177893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985735162460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985735154844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985735170339.jpg" }
261e8288cf5647e396ab584e210e4ba1
c491f4208578427196426474746a16f1
behavior
Predict the behavior of the ego vehicle. Please select the correct answer from the following options: A. The ego vehicle is slightly steering to the left. The ego vehicle is driving very fast. B. The ego vehicle is going straight. The ego vehicle is driving very fast. C. The ego vehicle is slightly steering to the left. The ego vehicle is driving slowly. D. The ego vehicle is steering to the left. The ego vehicle is driving fast.
A
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985735187525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985735197423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985735177893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985735162460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985735154844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985735170339.jpg" }
261e8288cf5647e396ab584e210e4ba1
f98e70b9cf584ea9b8c2ef01b57b1afa
perception
What are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.
There is a black car to the front right of the ego vehicle, a black car to the front of the ego vehicle, pedestrians on the roadside to the front of the ego vehicle, and a road traffic signs to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_RIGHT,0.9058,0.7491>, <c2,CAM_FRONT,0.6927,0.5564>, <c3,CAM_FRONT,0.0326,0.5998>, and <c4,CAM_FRONT,0.1813,0.2148>.
[ 2 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985729187525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985729197423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985729177893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985729162460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985729154844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985729170339.jpg" }
261e8288cf5647e396ab584e210e4ba1
f98e70b9cf584ea9b8c2ef01b57b1afa
perception
What is the moving status of object <c1,CAM_FRONT_RIGHT,0.9058,0.7491>? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.
B
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985729187525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985729197423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985729177893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985729162460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985729154844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985729170339.jpg" }
261e8288cf5647e396ab584e210e4ba1
f98e70b9cf584ea9b8c2ef01b57b1afa
prediction
Is <c1,CAM_FRONT_RIGHT,0.9058,0.7491> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985729187525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985729197423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985729177893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985729162460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985729154844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985729170339.jpg" }
261e8288cf5647e396ab584e210e4ba1
f98e70b9cf584ea9b8c2ef01b57b1afa
planning
What actions could the ego vehicle take based on <c1,CAM_FRONT_RIGHT,0.9058,0.7491>? 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, with a high probability.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985729187525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985729197423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985729177893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985729162460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985729154844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985729170339.jpg" }
261e8288cf5647e396ab584e210e4ba1
f98e70b9cf584ea9b8c2ef01b57b1afa
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_RIGHT,0.9058,0.7491>?
No such action will lead to a collision.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985729187525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985729197423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985729177893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985729162460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985729154844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985729170339.jpg" }
261e8288cf5647e396ab584e210e4ba1
f98e70b9cf584ea9b8c2ef01b57b1afa
planning
In this scenario, what are safe actions to take for the ego vehicle?
Keep going at the same speed, accelerate and go ahead, brake gently to a stop, decelerate gradually without braking, slightly offset to the right, slightly offset to the left, change to the right lane, or back up.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985729187525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985729197423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985729177893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985729162460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985729154844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985729170339.jpg" }
261e8288cf5647e396ab584e210e4ba1
f98e70b9cf584ea9b8c2ef01b57b1afa
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 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 very fast.
D
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985729187525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985729197423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985729177893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985729162460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985729154844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985729170339.jpg" }
64ca274b5f69458bb5d21e0e2e071902
e56e169f25274dc1bf12c25363ef6ddc
perception
What are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.
There is a white truck to the front left of the ego vehicle, a black sedan to the back of the ego vehicle, a black sedan to the front right of the ego vehicle, and a black SUV to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_LEFT,0.2292,0.3686>, <c2,CAM_BACK,0.6146,0.6417>, <c3,CAM_FRONT_RIGHT,0.5604,0.5324>, and <c4,CAM_FRONT,0.5646,0.5528>.
[ 2 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299514887558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299514897414.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537299514878113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299514862404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299514854799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299514870482.jpg" }
64ca274b5f69458bb5d21e0e2e071902
e56e169f25274dc1bf12c25363ef6ddc
perception
What is the moving status of object <c1,CAM_FRONT_LEFT,0.2292,0.3686>? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.
A
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299514887558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299514897414.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537299514878113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299514862404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299514854799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299514870482.jpg" }
64ca274b5f69458bb5d21e0e2e071902
e56e169f25274dc1bf12c25363ef6ddc
prediction
Is <c1,CAM_FRONT_LEFT,0.2292,0.3686> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299514887558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299514897414.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537299514878113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299514862404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299514854799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299514870482.jpg" }
64ca274b5f69458bb5d21e0e2e071902
e56e169f25274dc1bf12c25363ef6ddc
planning
What actions could the ego vehicle take based on <c1,CAM_FRONT_LEFT,0.2292,0.3686>? Why take this action and what's the probability?
The action is to keep going at the same speed. The reason is that there is no safety issue, and the probability is high.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299514887558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299514897414.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537299514878113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299514862404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299514854799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299514870482.jpg" }
64ca274b5f69458bb5d21e0e2e071902
e56e169f25274dc1bf12c25363ef6ddc
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_LEFT,0.2292,0.3686>?
No such action will lead to a collision.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299514887558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299514897414.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537299514878113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299514862404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299514854799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299514870482.jpg" }
64ca274b5f69458bb5d21e0e2e071902
e56e169f25274dc1bf12c25363ef6ddc
planning
In this scenario, what are safe actions to take for the ego vehicle?
Keep going at the same speed, slightly offset to the left, and slightly offset to the right.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299514887558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299514897414.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537299514878113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299514862404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299514854799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299514870482.jpg" }
64ca274b5f69458bb5d21e0e2e071902
e56e169f25274dc1bf12c25363ef6ddc
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 fast. C. The ego vehicle is slightly steering to the left. The ego vehicle is driving very fast. D. The ego vehicle is going straight. The ego vehicle is driving with normal speed.
B
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299514887558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299514897414.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537299514878113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299514862404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299514854799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299514870482.jpg" }
a2e8f126913b4f72909e06d881dc5a8b
317027e758554b18ab8e98a9a0cd3a7a
perception
What are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.
There is a silver sedan to the front right of the ego vehicle, a black sedan car to the back of the ego vehicle, a black sedan to the front right of the ego vehicle, and a white truck to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_RIGHT,0.7854,0.7694>, <c2,CAM_BACK,0.5172,0.5833>, <c3,CAM_FRONT_RIGHT,0.0192,0.6297>, and <c4,CAM_FRONT,0.4516,0.5472>.
[ 2 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845355687525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845355697423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845355677893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845355662460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845355654844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845355670339.jpg" }
a2e8f126913b4f72909e06d881dc5a8b
317027e758554b18ab8e98a9a0cd3a7a
perception
What is the moving status of object <c1,CAM_FRONT_RIGHT,0.7854,0.7694>? Please select the correct answer from the following options: A. Going ahead. B. Turn right. C. Turn left.
A
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845355687525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845355697423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845355677893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845355662460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845355654844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845355670339.jpg" }
a2e8f126913b4f72909e06d881dc5a8b
317027e758554b18ab8e98a9a0cd3a7a
prediction
Is <c1,CAM_FRONT_RIGHT,0.7854,0.7694> a traffic sign or a road barrier?
No.
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845355687525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845355697423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845355677893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845355662460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845355654844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845355670339.jpg" }
a2e8f126913b4f72909e06d881dc5a8b
317027e758554b18ab8e98a9a0cd3a7a
planning
What actions could the ego vehicle take based on <c1,CAM_FRONT_RIGHT,0.7854,0.7694>? Why take this action and what's the probability?
The action is to keep going at the same speed. The reason is that there is no safety issue, and the probability is high.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845355687525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845355697423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845355677893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845355662460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845355654844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845355670339.jpg" }
a2e8f126913b4f72909e06d881dc5a8b
317027e758554b18ab8e98a9a0cd3a7a
planning
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_RIGHT,0.7854,0.7694>?
No action taken by the ego vehicle will lead to a collision with <c1,CAM_FRONT_RIGHT,0.7854,0.7694>.
[ 1 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845355687525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845355697423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845355677893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845355662460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845355654844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845355670339.jpg" }
a2e8f126913b4f72909e06d881dc5a8b
317027e758554b18ab8e98a9a0cd3a7a
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": "../nuscenes/samples/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845355687525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845355697423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845355677893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845355662460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845355654844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845355670339.jpg" }
a2e8f126913b4f72909e06d881dc5a8b
317027e758554b18ab8e98a9a0cd3a7a
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 going straight. The ego vehicle is driving with normal speed. D. The ego vehicle is slightly steering to the left. The ego vehicle is driving slowly.
C
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845355687525.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845355697423.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845355677893.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845355662460.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845355654844.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845355670339.jpg" }
ab8bf18dfce14db4b8213b88f5dc1429
e2143daf5b154add8ded09798da8d34e
perception
What are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.
There is a white SUV to the front of the ego vehicle, a white truck to the back of the ego vehicle, a right turn arrow to the front of the ego vehicle, a black traffic light to the front of the ego vehicle, and a white pillar to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.3948,0.5592>, <c2,CAM_BACK,0.4808,0.5213>, <c3,CAM_FRONT,0.6970,0.6401>, <c4,CAM_FRONT,0.4754,0.4486>, and <c5,CAM_FRONT_RIGHT,0.1117,0.3769>.
[ 2 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728953937558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728953947405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728953928113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728953912404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728953904799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728953920482.jpg" }
ab8bf18dfce14db4b8213b88f5dc1429
e2143daf5b154add8ded09798da8d34e
perception
What is the moving status of object <c2,CAM_BACK,0.4808,0.5213>? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.
B
[ 0 ]
{ "CAM_BACK": "../nuscenes/samples/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728953937558.jpg", "CAM_BACK_LEFT": "../nuscenes/samples/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728953947405.jpg", "CAM_BACK_RIGHT": "../nuscenes/samples/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728953928113.jpg", "CAM_FRONT": "../nuscenes/samples/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728953912404.jpg", "CAM_FRONT_LEFT": "../nuscenes/samples/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728953904799.jpg", "CAM_FRONT_RIGHT": "../nuscenes/samples/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728953920482.jpg" }