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f0f120e4d4b0441da90ec53b16ee169d
4a0798f849ca477ab18009c3a20b7df2
f0f120e4d4b0441da90ec53b16ee169d_4a0798f849ca477ab18009c3a20b7df2_0
2
What are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.
There is a brown SUV to the back of the ego vehicle, a black sedan to the back of the ego vehicle, and a green light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,1088.3,497.5>, <c2,CAM_BACK,864.2,468.3>, and <c3,CAM_FRONT,1043.2,82.2>.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537291010612404.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537291010604799.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537291010620482.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537291010637558.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537291010647405.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537291010628113.jpg
f0f120e4d4b0441da90ec53b16ee169d
4a0798f849ca477ab18009c3a20b7df2
f0f120e4d4b0441da90ec53b16ee169d_4a0798f849ca477ab18009c3a20b7df2_1
0-0
What is the moving status of object <c1,CAM_BACK,1088.3,497.5>? Please select the correct answer from the following options: A. Going ahead. B. Stopped. C. Back up. D. Turn left.
D
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537291010612404.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537291010604799.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537291010620482.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537291010637558.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537291010647405.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537291010628113.jpg
f0f120e4d4b0441da90ec53b16ee169d
4a0798f849ca477ab18009c3a20b7df2
f0f120e4d4b0441da90ec53b16ee169d_4a0798f849ca477ab18009c3a20b7df2_2
3
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 <c3,CAM_FRONT,1043.2,82.2>. The object is a traffic sign, so the ego vehicle should keep going ahead at the same speed. Secondly notice that <c1,CAM_BACK,1088.3,497.5>. The object is turning left, so the ego vehicle should keep going ahead at the same speed. Thirdly notice that <c2,CAM_BACK,864.2,468.3>. The object is going ahead, so the ego vehicle should keep going ahead at the same speed.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537291010612404.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537291010604799.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537291010620482.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537291010637558.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537291010647405.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537291010628113.jpg
f0f120e4d4b0441da90ec53b16ee169d
4a0798f849ca477ab18009c3a20b7df2
f0f120e4d4b0441da90ec53b16ee169d_4a0798f849ca477ab18009c3a20b7df2_3
0-1
Is <c1,CAM_BACK,1088.3,497.5> a traffic sign or a road barrier?
No.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537291010612404.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537291010604799.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537291010620482.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537291010637558.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537291010647405.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537291010628113.jpg
f0f120e4d4b0441da90ec53b16ee169d
4a0798f849ca477ab18009c3a20b7df2
f0f120e4d4b0441da90ec53b16ee169d_4a0798f849ca477ab18009c3a20b7df2_4
1
What actions could the ego vehicle take based on <c1,CAM_BACK,1088.3,497.5>? Why take this action and what's the probability?
The action is to keep going at the same speed. The reason is to follow the traffic rules, which has a high probability.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537291010612404.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537291010604799.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537291010620482.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537291010637558.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537291010647405.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537291010628113.jpg
f0f120e4d4b0441da90ec53b16ee169d
4a0798f849ca477ab18009c3a20b7df2
f0f120e4d4b0441da90ec53b16ee169d_4a0798f849ca477ab18009c3a20b7df2_5
1
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,1088.3,497.5>?
No such action will lead to a collision.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537291010612404.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537291010604799.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537291010620482.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537291010637558.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537291010647405.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537291010628113.jpg
f0f120e4d4b0441da90ec53b16ee169d
4a0798f849ca477ab18009c3a20b7df2
f0f120e4d4b0441da90ec53b16ee169d_4a0798f849ca477ab18009c3a20b7df2_6
1
In this scenario, what are safe actions to take for the ego vehicle?
Keep going at the same speed, decelerate gradually without braking.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537291010612404.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537291010604799.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537291010620482.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537291010637558.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537291010647405.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537291010628113.jpg
f0f120e4d4b0441da90ec53b16ee169d
4a0798f849ca477ab18009c3a20b7df2
f0f120e4d4b0441da90ec53b16ee169d_4a0798f849ca477ab18009c3a20b7df2_7
0-0
Predict the behavior of the ego vehicle. Please select the correct answer from the following options: A. The ego vehicle is slightly steering to the left. The ego vehicle is driving fast. B. The ego vehicle is going straight. The ego vehicle is driving fast. C. The ego vehicle is slightly steering to the left. The ego vehicle is driving with normal speed. D. The ego vehicle is going straight. The ego vehicle is driving with normal speed.
B
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537291010612404.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537291010604799.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537291010620482.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537291010637558.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537291010647405.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537291010628113.jpg
f0f120e4d4b0441da90ec53b16ee169d
ffd1bdf020d145759224c629b501d2b2
f0f120e4d4b0441da90ec53b16ee169d_ffd1bdf020d145759224c629b501d2b2_0
2
What are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.
There is a champagne-colored sedan to the back of the ego vehicle, a green light to the front of the ego vehicle, and a red light to the front left of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,991.7,603.0>, <c2,CAM_FRONT,836.3,398.3>, and <c3,CAM_FRONT_LEFT,1075.5,382.8>.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537291002262404.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537291002254799.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537291002270482.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537291002287558.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537291002297405.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537291002278113.jpg
f0f120e4d4b0441da90ec53b16ee169d
ffd1bdf020d145759224c629b501d2b2
f0f120e4d4b0441da90ec53b16ee169d_ffd1bdf020d145759224c629b501d2b2_1
3
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 <c3,CAM_FRONT_LEFT,1075.5,382.8>. The object is a traffic sign, so the ego vehicle should continue at the same speed. Secondly, notice <c2,CAM_FRONT,836.3,398.3>. The object is a traffic sign, so the ego vehicle should accelerate and continue ahead. Thirdly, notice <c1,CAM_BACK,991.7,603.0>. The object is stationary, so the ego vehicle should continue ahead at the same speed.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537291002262404.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537291002254799.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537291002270482.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537291002287558.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537291002297405.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537291002278113.jpg
f0f120e4d4b0441da90ec53b16ee169d
ffd1bdf020d145759224c629b501d2b2
f0f120e4d4b0441da90ec53b16ee169d_ffd1bdf020d145759224c629b501d2b2_2
0-1
Is <c1,CAM_BACK,991.7,603.0> a traffic sign or a road barrier?
No.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537291002262404.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537291002254799.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537291002270482.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537291002287558.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537291002297405.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537291002278113.jpg
f0f120e4d4b0441da90ec53b16ee169d
ffd1bdf020d145759224c629b501d2b2
f0f120e4d4b0441da90ec53b16ee169d_ffd1bdf020d145759224c629b501d2b2_3
1
What actions could the ego vehicle take based on <c1,CAM_BACK,991.7,603.0>? Why take this action and what's the probability?
The action is to keep stationary, the reason is to follow the traffic rules, high.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537291002262404.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537291002254799.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537291002270482.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537291002287558.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537291002297405.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537291002278113.jpg
f0f120e4d4b0441da90ec53b16ee169d
ffd1bdf020d145759224c629b501d2b2
f0f120e4d4b0441da90ec53b16ee169d_ffd1bdf020d145759224c629b501d2b2_4
1
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,991.7,603.0>?
Back up.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537291002262404.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537291002254799.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537291002270482.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537291002287558.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537291002297405.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537291002278113.jpg
f0f120e4d4b0441da90ec53b16ee169d
ffd1bdf020d145759224c629b501d2b2
f0f120e4d4b0441da90ec53b16ee169d_ffd1bdf020d145759224c629b501d2b2_5
1
In this scenario, what are safe actions to take for the ego vehicle?
Keep going at the same speed, decelerate gradually without braking.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537291002262404.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537291002254799.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537291002270482.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537291002287558.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537291002297405.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537291002278113.jpg
f0f120e4d4b0441da90ec53b16ee169d
ffd1bdf020d145759224c629b501d2b2
f0f120e4d4b0441da90ec53b16ee169d_ffd1bdf020d145759224c629b501d2b2_6
0-0
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 fast. C. The ego vehicle is steering to the left. The ego vehicle is driving with normal speed. D. The ego vehicle is going straight. The ego vehicle is driving slowly.
D
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537291002262404.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537291002254799.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537291002270482.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537291002287558.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537291002297405.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537291002278113.jpg
f0f120e4d4b0441da90ec53b16ee169d
d9075c2a5f864a2b8abf41e703f4cf1c
f0f120e4d4b0441da90ec53b16ee169d_d9075c2a5f864a2b8abf41e703f4cf1c_0
2
What are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.
There is a white sedan to the front left of the ego vehicle, a gray sedan to the back of the ego vehicle, and a green light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_LEFT,231.5,472.1>, <c2,CAM_BACK,966.7,580.0>, and <c3,CAM_FRONT,864.5,293.6>.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537291005162404.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537291005154799.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537291005170482.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537291005187558.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537291005197405.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537291005178113.jpg
f0f120e4d4b0441da90ec53b16ee169d
d9075c2a5f864a2b8abf41e703f4cf1c
f0f120e4d4b0441da90ec53b16ee169d_d9075c2a5f864a2b8abf41e703f4cf1c_1
0-0
What is the moving status of object <c1,CAM_FRONT_LEFT,231.5,472.1>? Please select the correct answer from the following options: A. Stopped. B. Going ahead. C. Turn right. D. Turn left.
B
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537291005162404.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537291005154799.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537291005170482.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537291005187558.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537291005197405.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537291005178113.jpg
f0f120e4d4b0441da90ec53b16ee169d
d9075c2a5f864a2b8abf41e703f4cf1c
f0f120e4d4b0441da90ec53b16ee169d_d9075c2a5f864a2b8abf41e703f4cf1c_2
3
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 <c3,CAM_FRONT,864.5,293.6>; the object is a traffic sign, so the ego vehicle should continue going ahead at the same speed. Secondly, notice that <c1,CAM_FRONT_LEFT,231.5,472.1>; the object is going ahead, so the ego vehicle should continue going ahead at the same speed. Thirdly, notice that <c2,CAM_BACK,966.7,580.0>; the object is going ahead, so the ego vehicle should continue going ahead at the same speed.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537291005162404.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537291005154799.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537291005170482.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537291005187558.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537291005197405.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537291005178113.jpg
f0f120e4d4b0441da90ec53b16ee169d
d9075c2a5f864a2b8abf41e703f4cf1c
f0f120e4d4b0441da90ec53b16ee169d_d9075c2a5f864a2b8abf41e703f4cf1c_3
0-1
Is <c1,CAM_FRONT_LEFT,231.5,472.1> a traffic sign or a road barrier?
No.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537291005162404.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537291005154799.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537291005170482.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537291005187558.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537291005197405.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537291005178113.jpg
f0f120e4d4b0441da90ec53b16ee169d
d9075c2a5f864a2b8abf41e703f4cf1c
f0f120e4d4b0441da90ec53b16ee169d_d9075c2a5f864a2b8abf41e703f4cf1c_4
1
What actions could the ego vehicle take based on <c1,CAM_FRONT_LEFT,231.5,472.1>? Why take this action and what's the probability?
The action is to keep going at the same speed, the reason is that there is no safety issue. The probability of this action is high.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537291005162404.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537291005154799.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537291005170482.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537291005187558.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537291005197405.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537291005178113.jpg
f0f120e4d4b0441da90ec53b16ee169d
d9075c2a5f864a2b8abf41e703f4cf1c
f0f120e4d4b0441da90ec53b16ee169d_d9075c2a5f864a2b8abf41e703f4cf1c_5
1
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_LEFT,231.5,472.1>?
No such action will lead to a collision.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537291005162404.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537291005154799.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537291005170482.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537291005187558.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537291005197405.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537291005178113.jpg
f0f120e4d4b0441da90ec53b16ee169d
d9075c2a5f864a2b8abf41e703f4cf1c
f0f120e4d4b0441da90ec53b16ee169d_d9075c2a5f864a2b8abf41e703f4cf1c_6
1
In this scenario, what are safe actions to take for the ego vehicle?
Keep going at the same speed and brake suddenly.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537291005162404.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537291005154799.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537291005170482.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537291005187558.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537291005197405.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537291005178113.jpg
f0f120e4d4b0441da90ec53b16ee169d
d9075c2a5f864a2b8abf41e703f4cf1c
f0f120e4d4b0441da90ec53b16ee169d_d9075c2a5f864a2b8abf41e703f4cf1c_7
0-0
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 slowly. C. The ego vehicle is going straight. The ego vehicle is not moving. D. The ego vehicle is slightly steering to the right. The ego vehicle is driving with normal speed.
B
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537291005162404.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537291005154799.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537291005170482.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537291005187558.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537291005197405.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537291005178113.jpg
f0f120e4d4b0441da90ec53b16ee169d
dfb8d8959b9944d69dcec6d05e419f04
f0f120e4d4b0441da90ec53b16ee169d_dfb8d8959b9944d69dcec6d05e419f04_0
2
What are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.
There is a golden sedan to the back of the ego vehicle, a black sedan car to the back of the ego vehicle, and a white truck to the back of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,1568.3,505.0>, <c2,CAM_BACK,981.8,499.1>, and <c3,CAM_BACK,1290.0,472.5>.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537291013612404.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537291013604799.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537291013620482.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537291013637558.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537291013647405.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537291013628113.jpg
f0f120e4d4b0441da90ec53b16ee169d
dfb8d8959b9944d69dcec6d05e419f04
f0f120e4d4b0441da90ec53b16ee169d_dfb8d8959b9944d69dcec6d05e419f04_1
0-0
What is the moving status of object <c1,CAM_BACK,1568.3,505.0>? Please select the correct answer from the following options: A. Stopped. B. Turn left. C. Going ahead. D. Turn right.
C
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537291013612404.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537291013604799.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537291013620482.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537291013637558.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537291013647405.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537291013628113.jpg
f0f120e4d4b0441da90ec53b16ee169d
dfb8d8959b9944d69dcec6d05e419f04
f0f120e4d4b0441da90ec53b16ee169d_dfb8d8959b9944d69dcec6d05e419f04_2
3
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 <c2,CAM_BACK,981.8,499.1>, the object is turning left, so the ego vehicle should keep going ahead at the same speed. Secondly notice that <c1,CAM_BACK,1568.3,505.0>, the object is going ahead, so the ego vehicle should keep going ahead at the same speed. Thirdly notice that <c3,CAM_BACK,1290.0,472.5>, it is stationary, so the ego vehicle should keep going ahead at the same speed.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537291013612404.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537291013604799.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537291013620482.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537291013637558.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537291013647405.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537291013628113.jpg
f0f120e4d4b0441da90ec53b16ee169d
dfb8d8959b9944d69dcec6d05e419f04
f0f120e4d4b0441da90ec53b16ee169d_dfb8d8959b9944d69dcec6d05e419f04_3
0-1
Is <c1,CAM_BACK,1568.3,505.0> a traffic sign or a road barrier?
No.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537291013612404.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537291013604799.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537291013620482.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537291013637558.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537291013647405.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537291013628113.jpg
f0f120e4d4b0441da90ec53b16ee169d
dfb8d8959b9944d69dcec6d05e419f04
f0f120e4d4b0441da90ec53b16ee169d_dfb8d8959b9944d69dcec6d05e419f04_4
1
What actions could the ego vehicle take based on <c1,CAM_BACK,1568.3,505.0>? 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.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537291013612404.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537291013604799.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537291013620482.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537291013637558.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537291013647405.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537291013628113.jpg
f0f120e4d4b0441da90ec53b16ee169d
dfb8d8959b9944d69dcec6d05e419f04
f0f120e4d4b0441da90ec53b16ee169d_dfb8d8959b9944d69dcec6d05e419f04_5
1
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,1568.3,505.0>?
No such action will lead to a collision.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537291013612404.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537291013604799.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537291013620482.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537291013637558.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537291013647405.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537291013628113.jpg
f0f120e4d4b0441da90ec53b16ee169d
dfb8d8959b9944d69dcec6d05e419f04
f0f120e4d4b0441da90ec53b16ee169d_dfb8d8959b9944d69dcec6d05e419f04_6
1
In this scenario, what are safe actions to take for the ego vehicle?
Keep going at the same speed, accelerate, and proceed ahead.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537291013612404.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537291013604799.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537291013620482.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537291013637558.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537291013647405.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537291013628113.jpg
f0f120e4d4b0441da90ec53b16ee169d
dfb8d8959b9944d69dcec6d05e419f04
f0f120e4d4b0441da90ec53b16ee169d_dfb8d8959b9944d69dcec6d05e419f04_7
0-0
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 right. The ego vehicle is driving very fast. C. The ego vehicle is going straight. The ego vehicle is driving fast. D. The ego vehicle is steering to the left. The ego vehicle is driving with normal speed.
C
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537291013612404.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537291013604799.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537291013620482.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537291013637558.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537291013647405.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537291013628113.jpg
54cdaaae372d421fa4734d66f51a8c48
542eaf1fc9b34895a9e55fab57cb4cf4
54cdaaae372d421fa4734d66f51a8c48_542eaf1fc9b34895a9e55fab57cb4cf4_0
2
What are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.
There is a red car to the front of the ego vehicle, a white SUV to the front of the ego vehicle, a white sedan to the front of the ego vehicle, a black sedan to the front of the ego vehicle, and a red light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,714.3,503.6>, <c2,CAM_FRONT,993.3,503.3>, <c3,CAM_FRONT,1300.8,531.7>, <c4,CAM_FRONT,892.5,507.5>, and <c5,CAM_FRONT,712.6,361.8>.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280039162460.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280039154844.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280039170339.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280039187525.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280039197423.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280039177893.jpg
54cdaaae372d421fa4734d66f51a8c48
542eaf1fc9b34895a9e55fab57cb4cf4
54cdaaae372d421fa4734d66f51a8c48_542eaf1fc9b34895a9e55fab57cb4cf4_1
0-0
What is the moving status of object <c1,CAM_FRONT,714.3,503.6>? Please select the correct answer from the following options: A. Stopped. B. Back up. C. Turn left. D. Going ahead.
D
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280039162460.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280039154844.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280039170339.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280039187525.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280039197423.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280039177893.jpg
54cdaaae372d421fa4734d66f51a8c48
542eaf1fc9b34895a9e55fab57cb4cf4
54cdaaae372d421fa4734d66f51a8c48_542eaf1fc9b34895a9e55fab57cb4cf4_2
0-1
Is <c1,CAM_FRONT,714.3,503.6> a traffic sign or a road barrier?
No.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280039162460.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280039154844.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280039170339.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280039187525.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280039197423.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280039177893.jpg
54cdaaae372d421fa4734d66f51a8c48
542eaf1fc9b34895a9e55fab57cb4cf4
54cdaaae372d421fa4734d66f51a8c48_542eaf1fc9b34895a9e55fab57cb4cf4_3
1
What actions could the ego vehicle take based on <c1,CAM_FRONT,714.3,503.6>? Why take this action and what's the probability?
The action is to brake gently to a stop. The reason is to follow the traffic rules, and the probability is high.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280039162460.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280039154844.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280039170339.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280039187525.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280039197423.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280039177893.jpg
54cdaaae372d421fa4734d66f51a8c48
542eaf1fc9b34895a9e55fab57cb4cf4
54cdaaae372d421fa4734d66f51a8c48_542eaf1fc9b34895a9e55fab57cb4cf4_4
1
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,714.3,503.6>?
Accelerate and go straight.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280039162460.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280039154844.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280039170339.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280039187525.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280039197423.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280039177893.jpg
54cdaaae372d421fa4734d66f51a8c48
542eaf1fc9b34895a9e55fab57cb4cf4
54cdaaae372d421fa4734d66f51a8c48_542eaf1fc9b34895a9e55fab57cb4cf4_5
1
In this scenario, what are safe actions to take for the ego vehicle?
Brake gently to a stop, brake suddenly, and slightly offset to the left.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280039162460.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280039154844.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280039170339.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280039187525.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280039197423.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280039177893.jpg
54cdaaae372d421fa4734d66f51a8c48
542eaf1fc9b34895a9e55fab57cb4cf4
54cdaaae372d421fa4734d66f51a8c48_542eaf1fc9b34895a9e55fab57cb4cf4_6
0-0
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 slowly. D. The ego vehicle is slightly steering to the left. The ego vehicle is driving with normal speed.
C
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280039162460.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280039154844.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280039170339.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280039187525.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280039197423.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280039177893.jpg
54cdaaae372d421fa4734d66f51a8c48
1b45a97a0e5e49fe9cd345dd4bd729c3
54cdaaae372d421fa4734d66f51a8c48_1b45a97a0e5e49fe9cd345dd4bd729c3_0
2
What are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.
There is a white sedan car to the front of the ego vehicle, a blue sedan to the front right of the ego vehicle, a white sedan to the front right of the ego vehicle, a white van to the front of the ego vehicle, and a red light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,767.5,513.3>, <c2,CAM_FRONT_RIGHT,420.0,540.0>, <c3,CAM_FRONT_RIGHT,787.5,529.2>, <c4,CAM_FRONT,13.3,475.0>, and <c5,CAM_FRONT,710.5,340.9>.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280042612460.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280042604844.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280042620339.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280042637525.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280042647423.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280042627893.jpg
54cdaaae372d421fa4734d66f51a8c48
1b45a97a0e5e49fe9cd345dd4bd729c3
54cdaaae372d421fa4734d66f51a8c48_1b45a97a0e5e49fe9cd345dd4bd729c3_1
0-0
What is the moving status of object <c1,CAM_FRONT,767.5,513.3>? Please select the correct answer from the following options: A. Reverse parking. B. Back up. C. Turn right. D. Stopped.
C
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280042612460.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280042604844.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280042620339.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280042637525.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280042647423.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280042627893.jpg
54cdaaae372d421fa4734d66f51a8c48
1b45a97a0e5e49fe9cd345dd4bd729c3
54cdaaae372d421fa4734d66f51a8c48_1b45a97a0e5e49fe9cd345dd4bd729c3_2
0-1
Is <c1,CAM_FRONT,767.5,513.3> a traffic sign or a road barrier?
No.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280042612460.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280042604844.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280042620339.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280042637525.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280042647423.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280042627893.jpg
54cdaaae372d421fa4734d66f51a8c48
1b45a97a0e5e49fe9cd345dd4bd729c3
54cdaaae372d421fa4734d66f51a8c48_1b45a97a0e5e49fe9cd345dd4bd729c3_3
1
What actions could the ego vehicle take based on <c1,CAM_FRONT,767.5,513.3>? Why take this action and what's the probability?
The action is to remain stationary. The reason for this action is to follow the traffic rules. The probability of this action is high.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280042612460.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280042604844.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280042620339.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280042637525.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280042647423.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280042627893.jpg
54cdaaae372d421fa4734d66f51a8c48
1b45a97a0e5e49fe9cd345dd4bd729c3
54cdaaae372d421fa4734d66f51a8c48_1b45a97a0e5e49fe9cd345dd4bd729c3_4
1
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,767.5,513.3>?
Accelerating and going straight.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280042612460.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280042604844.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280042620339.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280042637525.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280042647423.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280042627893.jpg
54cdaaae372d421fa4734d66f51a8c48
1b45a97a0e5e49fe9cd345dd4bd729c3
54cdaaae372d421fa4734d66f51a8c48_1b45a97a0e5e49fe9cd345dd4bd729c3_5
1
In this scenario, what are safe actions to take for the ego vehicle?
Brake gently to a stop, slightly offset to the right, and slightly offset to the left.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280042612460.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280042604844.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280042620339.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280042637525.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280042647423.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280042627893.jpg
54cdaaae372d421fa4734d66f51a8c48
1b45a97a0e5e49fe9cd345dd4bd729c3
54cdaaae372d421fa4734d66f51a8c48_1b45a97a0e5e49fe9cd345dd4bd729c3_6
0-0
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 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.
A
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280042612460.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280042604844.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280042620339.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280042637525.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280042647423.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280042627893.jpg
54cdaaae372d421fa4734d66f51a8c48
d5e16062410f4e329d31a881b28e5c1c
54cdaaae372d421fa4734d66f51a8c48_d5e16062410f4e329d31a881b28e5c1c_0
2
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 right of the ego vehicle, a white sedan to the front of the ego vehicle, a gray sedan to the front of the ego vehicle, a white sedan to the front right of the ego vehicle, and a no entry to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_RIGHT,850.0,484.2>, <c2,CAM_FRONT,684.2,500.0>, <c3,CAM_FRONT,1180.8,541.7>, <c4,CAM_FRONT_RIGHT,338.3,540.0>, and <c5,CAM_FRONT,713.2,321.9>.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280045112460.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280045104844.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280045120339.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280045137525.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280045147423.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280045127893.jpg
54cdaaae372d421fa4734d66f51a8c48
d5e16062410f4e329d31a881b28e5c1c
54cdaaae372d421fa4734d66f51a8c48_d5e16062410f4e329d31a881b28e5c1c_1
0-0
What is the moving status of object <c1,CAM_FRONT_RIGHT,850.0,484.2>? Please select the correct answer from the following options: A. Reverse parking. B. Back up. C. Going ahead. D. Turn left.
C
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280045112460.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280045104844.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280045120339.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280045137525.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280045147423.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280045127893.jpg
54cdaaae372d421fa4734d66f51a8c48
d5e16062410f4e329d31a881b28e5c1c
54cdaaae372d421fa4734d66f51a8c48_d5e16062410f4e329d31a881b28e5c1c_2
0-1
Is <c1,CAM_FRONT_RIGHT,850.0,484.2> a traffic sign or a road barrier?
No.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280045112460.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280045104844.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280045120339.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280045137525.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280045147423.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280045127893.jpg
54cdaaae372d421fa4734d66f51a8c48
d5e16062410f4e329d31a881b28e5c1c
54cdaaae372d421fa4734d66f51a8c48_d5e16062410f4e329d31a881b28e5c1c_3
1
What actions could the ego vehicle take based on <c1,CAM_FRONT_RIGHT,850.0,484.2>? Why take this action and what's the probability?
The action is to remain stationary. The reason for taking this action is to follow traffic rules. The probability of this action is high.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280045112460.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280045104844.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280045120339.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280045137525.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280045147423.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280045127893.jpg
54cdaaae372d421fa4734d66f51a8c48
d5e16062410f4e329d31a881b28e5c1c
54cdaaae372d421fa4734d66f51a8c48_d5e16062410f4e329d31a881b28e5c1c_4
1
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_RIGHT,850.0,484.2>?
Turning right and accelerating.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280045112460.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280045104844.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280045120339.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280045137525.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280045147423.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280045127893.jpg
54cdaaae372d421fa4734d66f51a8c48
d5e16062410f4e329d31a881b28e5c1c
54cdaaae372d421fa4734d66f51a8c48_d5e16062410f4e329d31a881b28e5c1c_5
1
In this scenario, what are safe actions to take for the ego vehicle?
Brake gently to a stop, slightly offset to the left.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280045112460.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280045104844.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280045120339.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280045137525.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280045147423.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280045127893.jpg
54cdaaae372d421fa4734d66f51a8c48
d5e16062410f4e329d31a881b28e5c1c
54cdaaae372d421fa4734d66f51a8c48_d5e16062410f4e329d31a881b28e5c1c_6
0-0
Predict the behavior of the ego vehicle. Please select the correct answer from the following options: A. The ego vehicle is going straight. The ego vehicle is not moving. B. The ego vehicle is slightly steering to the left. The ego vehicle is driving slowly. C. The ego vehicle is steering to the left. The ego vehicle is driving very fast. D. The ego vehicle is steering to the right. The ego vehicle is driving very fast.
A
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280045112460.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280045104844.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280045120339.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280045137525.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280045147423.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280045127893.jpg
54cdaaae372d421fa4734d66f51a8c48
7abe79e5d3d745bcb237a4b7e03d1577
54cdaaae372d421fa4734d66f51a8c48_7abe79e5d3d745bcb237a4b7e03d1577_0
2
What are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.
There is a white truck to the front of the ego vehicle, a white sedan to the front of the ego vehicle, a white van to the front of the ego vehicle, and a red light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,1458.3,492.5>, <c2,CAM_FRONT,889.2,515.8>, <c3,CAM_FRONT,107.5,480.8>, and <c4,CAM_FRONT,740.7,369.3>.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280048162460.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280048154844.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280048170339.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280048187525.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280048197442.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280048177893.jpg
54cdaaae372d421fa4734d66f51a8c48
7abe79e5d3d745bcb237a4b7e03d1577
54cdaaae372d421fa4734d66f51a8c48_7abe79e5d3d745bcb237a4b7e03d1577_1
0-0
What is the moving status of object <c1,CAM_FRONT,1458.3,492.5>? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Stopped. D. Back up.
A
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280048162460.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280048154844.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280048170339.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280048187525.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280048197442.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280048177893.jpg
54cdaaae372d421fa4734d66f51a8c48
7abe79e5d3d745bcb237a4b7e03d1577
54cdaaae372d421fa4734d66f51a8c48_7abe79e5d3d745bcb237a4b7e03d1577_2
0-1
Is <c1,CAM_FRONT,1458.3,492.5> a traffic sign or a road barrier?
No.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280048162460.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280048154844.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280048170339.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280048187525.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280048197442.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280048177893.jpg
54cdaaae372d421fa4734d66f51a8c48
7abe79e5d3d745bcb237a4b7e03d1577
54cdaaae372d421fa4734d66f51a8c48_7abe79e5d3d745bcb237a4b7e03d1577_3
1
What actions could the ego vehicle take based on <c1,CAM_FRONT,1458.3,492.5>? Why take this action and what's the probability?
The action is to remain stationary, the reason is to follow the traffic rules, high probability.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280048162460.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280048154844.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280048170339.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280048187525.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280048197442.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280048177893.jpg
54cdaaae372d421fa4734d66f51a8c48
7abe79e5d3d745bcb237a4b7e03d1577
54cdaaae372d421fa4734d66f51a8c48_7abe79e5d3d745bcb237a4b7e03d1577_4
1
What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,1458.3,492.5>?
Moderate right turn.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280048162460.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280048154844.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280048170339.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280048187525.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280048197442.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280048177893.jpg
54cdaaae372d421fa4734d66f51a8c48
7abe79e5d3d745bcb237a4b7e03d1577
54cdaaae372d421fa4734d66f51a8c48_7abe79e5d3d745bcb237a4b7e03d1577_5
1
In this scenario, what are safe actions to take for the ego vehicle?
Brake gently to a stop, slightly offset to the right.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280048162460.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280048154844.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280048170339.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280048187525.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280048197442.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280048177893.jpg
54cdaaae372d421fa4734d66f51a8c48
7abe79e5d3d745bcb237a4b7e03d1577
54cdaaae372d421fa4734d66f51a8c48_7abe79e5d3d745bcb237a4b7e03d1577_6
0-0
Predict the behavior of the ego vehicle. Please select the correct answer from the following options: A. The ego vehicle is going straight. The ego vehicle is driving slowly. B. The ego vehicle is going straight. The ego vehicle is not moving. C. The ego vehicle is slightly steering to the left. The ego vehicle is driving very fast. D. The ego vehicle is slightly steering to the right. The ego vehicle is driving with normal speed.
B
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280048162460.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280048154844.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280048170339.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280048187525.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280048197442.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280048177893.jpg
54cdaaae372d421fa4734d66f51a8c48
0dd14c14cea14dc1b0c0c9b0c9c7c4c3
54cdaaae372d421fa4734d66f51a8c48_0dd14c14cea14dc1b0c0c9b0c9c7c4c3_0
2
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 van to the front of the ego vehicle, a black sedan to the front of the ego vehicle, and a no entry to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,1321.7,495.0>, <c2,CAM_FRONT,629.2,475.0>, <c3,CAM_FRONT,769.2,485.0>, and <c4,CAM_FRONT,688.8,371.7>.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280036162460.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280036154844.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280036170339.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280036187525.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280036197423.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280036177893.jpg
54cdaaae372d421fa4734d66f51a8c48
0dd14c14cea14dc1b0c0c9b0c9c7c4c3
54cdaaae372d421fa4734d66f51a8c48_0dd14c14cea14dc1b0c0c9b0c9c7c4c3_1
0-0
What is the moving status of object <c1,CAM_FRONT,1321.7,495.0>? Please select the correct answer from the following options: A. Turn left. B. Turn right. C. Back up. D. Going ahead.
D
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280036162460.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280036154844.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280036170339.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280036187525.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280036197423.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280036177893.jpg
54cdaaae372d421fa4734d66f51a8c48
0dd14c14cea14dc1b0c0c9b0c9c7c4c3
54cdaaae372d421fa4734d66f51a8c48_0dd14c14cea14dc1b0c0c9b0c9c7c4c3_2
0-1
Is <c1,CAM_FRONT,1321.7,495.0> a traffic sign or a road barrier?
No.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280036162460.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280036154844.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280036170339.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280036187525.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280036197423.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280036177893.jpg
54cdaaae372d421fa4734d66f51a8c48
0dd14c14cea14dc1b0c0c9b0c9c7c4c3
54cdaaae372d421fa4734d66f51a8c48_0dd14c14cea14dc1b0c0c9b0c9c7c4c3_3
1
What actions could the ego vehicle take based on <c1,CAM_FRONT,1321.7,495.0>? Why take this action and what's the probability?
The action is to keep going at the same speed, the reason being that there is no safety issue. The probability of this action is high.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280036162460.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280036154844.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280036170339.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280036187525.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280036197423.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280036177893.jpg
54cdaaae372d421fa4734d66f51a8c48
0dd14c14cea14dc1b0c0c9b0c9c7c4c3
54cdaaae372d421fa4734d66f51a8c48_0dd14c14cea14dc1b0c0c9b0c9c7c4c3_4
1
What actions taken by the ego vehicle can lead to a collision with <c2,CAM_FRONT,629.2,475.0>?
Accelerating and going straight can lead to a collision with <c2,CAM_FRONT,629.2,475.0>.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280036162460.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280036154844.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280036170339.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280036187525.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280036197423.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280036177893.jpg
54cdaaae372d421fa4734d66f51a8c48
0dd14c14cea14dc1b0c0c9b0c9c7c4c3
54cdaaae372d421fa4734d66f51a8c48_0dd14c14cea14dc1b0c0c9b0c9c7c4c3_5
1
In this scenario, what are safe actions to take for the ego vehicle?
Brake gently to a stop, slightly offset to the left.
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280036162460.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280036154844.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280036170339.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280036187525.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280036197423.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280036177893.jpg
54cdaaae372d421fa4734d66f51a8c48
0dd14c14cea14dc1b0c0c9b0c9c7c4c3
54cdaaae372d421fa4734d66f51a8c48_0dd14c14cea14dc1b0c0c9b0c9c7c4c3_6
0-0
Predict the behavior of the ego vehicle. Please select the correct answer from the following options: A. The ego vehicle is slightly steering to the left. The ego vehicle is driving fast. B. The ego vehicle is steering to the left. The ego vehicle is driving very fast. C. The ego vehicle is slightly steering to the left. The ego vehicle is driving with normal speed. D. The ego vehicle is going straight. The ego vehicle is driving with normal speed.
D
/e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280036162460.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280036154844.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280036170339.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280036187525.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280036197423.jpg, /e2e-data/evad-osc-datasets/datasets/nuScenes/samples/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280036177893.jpg
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