Utaustin Mutex Augmented
Collection
1 item
•
Updated
observation.widowX.joints
listlengths 7
7
| observation.widowX.ee_pose
listlengths 7
7
| observation.widowX.base_position
listlengths 3
3
| observation.widowX.base_orientation
float32 0
0
| observation.widowX.ee_error
listlengths 7
7
| observation.sawyer.joints
listlengths 8
8
| observation.sawyer.ee_pose
listlengths 7
7
| observation.sawyer.base_position
listlengths 3
3
| observation.sawyer.base_orientation
float32 0
0
| observation.sawyer.ee_error
listlengths 7
7
| observation.ur5e.joints
listlengths 7
7
| observation.ur5e.ee_pose
listlengths 7
7
| observation.ur5e.base_position
listlengths 3
3
| observation.ur5e.base_orientation
float32 0
0
| observation.ur5e.ee_error
listlengths 7
7
| observation.google_robot.joints
listlengths 8
8
| observation.google_robot.ee_pose
listlengths 7
7
| observation.google_robot.base_position
listlengths 3
3
| observation.google_robot.base_orientation
float32 0
0
| observation.google_robot.ee_error
listlengths 7
7
| observation.jaco.joints
listlengths 7
7
| observation.jaco.ee_pose
listlengths 7
7
| observation.jaco.base_position
listlengths 3
3
| observation.jaco.base_orientation
float32 0
0
| observation.jaco.ee_error
listlengths 7
7
| observation.kinova3.joints
listlengths 8
8
| observation.kinova3.ee_pose
listlengths 7
7
| observation.kinova3.base_position
listlengths 3
3
| observation.kinova3.base_orientation
float32 0
0
| observation.kinova3.ee_error
listlengths 7
7
| observation.kuka_iiwa.joints
listlengths 8
8
| observation.kuka_iiwa.ee_pose
listlengths 7
7
| observation.kuka_iiwa.base_position
listlengths 3
3
| observation.kuka_iiwa.base_orientation
float32 0
0
| observation.kuka_iiwa.ee_error
listlengths 7
7
| observation.xarm7.joints
listlengths 8
8
| observation.xarm7.ee_pose
listlengths 7
7
| observation.xarm7.base_position
listlengths 3
3
| observation.xarm7.base_orientation
float32 0
0
| observation.xarm7.ee_error
listlengths 7
7
| natural_language_instruction
stringclasses 50
values | observation.state
listlengths 24
24
| observation.joints
listlengths 8
8
| observation.ee_pose
listlengths 7
7
| timestamp
float64 0
27.1
| frame_index
int64 0
542
| episode_index
int64 0
1.5k
| index
int64 0
362k
| task_index
int64 0
49
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Kindly spot and seek the red cup placed ahead of you.
Cautiously adjust your gripper towards the red cup, gripping it gently.
Find the after-storage area of the caddy.
Relocate the red cup in your grip over the rear portion and softly release it into the compartment.
|
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Kindly spot and seek the red cup placed ahead of you.
Cautiously adjust your gripper towards the red cup, gripping it gently.
Find the after-storage area of the caddy.
Relocate the red cup in your grip over the rear portion and softly release it into the compartment.
|
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Kindly spot and seek the red cup placed ahead of you.
Cautiously adjust your gripper towards the red cup, gripping it gently.
Find the after-storage area of the caddy.
Relocate the red cup in your grip over the rear portion and softly release it into the compartment.
|
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[
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Kindly spot and seek the red cup placed ahead of you.
Cautiously adjust your gripper towards the red cup, gripping it gently.
Find the after-storage area of the caddy.
Relocate the red cup in your grip over the rear portion and softly release it into the compartment.
|
[
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[
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[
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[
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[
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[
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[
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[
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] |
Kindly spot and seek the red cup placed ahead of you.
Cautiously adjust your gripper towards the red cup, gripping it gently.
Find the after-storage area of the caddy.
Relocate the red cup in your grip over the rear portion and softly release it into the compartment.
|
[
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[
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[
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[
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Kindly spot and seek the red cup placed ahead of you.
Cautiously adjust your gripper towards the red cup, gripping it gently.
Find the after-storage area of the caddy.
Relocate the red cup in your grip over the rear portion and softly release it into the compartment.
|
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Kindly spot and seek the red cup placed ahead of you.
Cautiously adjust your gripper towards the red cup, gripping it gently.
Find the after-storage area of the caddy.
Relocate the red cup in your grip over the rear portion and softly release it into the compartment.
|
[
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[
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[
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Kindly spot and seek the red cup placed ahead of you.
Cautiously adjust your gripper towards the red cup, gripping it gently.
Find the after-storage area of the caddy.
Relocate the red cup in your grip over the rear portion and softly release it into the compartment.
|
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Kindly spot and seek the red cup placed ahead of you.
Cautiously adjust your gripper towards the red cup, gripping it gently.
Find the after-storage area of the caddy.
Relocate the red cup in your grip over the rear portion and softly release it into the compartment.
|
[
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[
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[
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] |
Kindly spot and seek the red cup placed ahead of you.
Cautiously adjust your gripper towards the red cup, gripping it gently.
Find the after-storage area of the caddy.
Relocate the red cup in your grip over the rear portion and softly release it into the compartment.
|
[
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[
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Kindly spot and seek the red cup placed ahead of you.
Cautiously adjust your gripper towards the red cup, gripping it gently.
Find the after-storage area of the caddy.
Relocate the red cup in your grip over the rear portion and softly release it into the compartment.
|
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Kindly spot and seek the red cup placed ahead of you.
Cautiously adjust your gripper towards the red cup, gripping it gently.
Find the after-storage area of the caddy.
Relocate the red cup in your grip over the rear portion and softly release it into the compartment.
|
[
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[
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[
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[
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[
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[
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[
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] |
Kindly spot and seek the red cup placed ahead of you.
Cautiously adjust your gripper towards the red cup, gripping it gently.
Find the after-storage area of the caddy.
Relocate the red cup in your grip over the rear portion and softly release it into the compartment.
|
[
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[
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[
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[
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Kindly spot and seek the red cup placed ahead of you.
Cautiously adjust your gripper towards the red cup, gripping it gently.
Find the after-storage area of the caddy.
Relocate the red cup in your grip over the rear portion and softly release it into the compartment.
|
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Kindly spot and seek the red cup placed ahead of you.
Cautiously adjust your gripper towards the red cup, gripping it gently.
Find the after-storage area of the caddy.
Relocate the red cup in your grip over the rear portion and softly release it into the compartment.
|
[
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[
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Kindly spot and seek the red cup placed ahead of you.
Cautiously adjust your gripper towards the red cup, gripping it gently.
Find the after-storage area of the caddy.
Relocate the red cup in your grip over the rear portion and softly release it into the compartment.
|
[
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Kindly spot and seek the red cup placed ahead of you.
Cautiously adjust your gripper towards the red cup, gripping it gently.
Find the after-storage area of the caddy.
Relocate the red cup in your grip over the rear portion and softly release it into the compartment.
|
[
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[
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] |
Kindly spot and seek the red cup placed ahead of you.
Cautiously adjust your gripper towards the red cup, gripping it gently.
Find the after-storage area of the caddy.
Relocate the red cup in your grip over the rear portion and softly release it into the compartment.
|
[
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[
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Kindly spot and seek the red cup placed ahead of you.
Cautiously adjust your gripper towards the red cup, gripping it gently.
Find the after-storage area of the caddy.
Relocate the red cup in your grip over the rear portion and softly release it into the compartment.
|
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Kindly spot and seek the red cup placed ahead of you.
Cautiously adjust your gripper towards the red cup, gripping it gently.
Find the after-storage area of the caddy.
Relocate the red cup in your grip over the rear portion and softly release it into the compartment.
|
[
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[
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[
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Kindly spot and seek the red cup placed ahead of you.
Cautiously adjust your gripper towards the red cup, gripping it gently.
Find the after-storage area of the caddy.
Relocate the red cup in your grip over the rear portion and softly release it into the compartment.
|
[
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[
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[
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Kindly spot and seek the red cup placed ahead of you.
Cautiously adjust your gripper towards the red cup, gripping it gently.
Find the after-storage area of the caddy.
Relocate the red cup in your grip over the rear portion and softly release it into the compartment.
|
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Kindly spot and seek the red cup placed ahead of you.
Cautiously adjust your gripper towards the red cup, gripping it gently.
Find the after-storage area of the caddy.
Relocate the red cup in your grip over the rear portion and softly release it into the compartment.
|
[
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[
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Kindly spot and seek the red cup placed ahead of you.
Cautiously adjust your gripper towards the red cup, gripping it gently.
Find the after-storage area of the caddy.
Relocate the red cup in your grip over the rear portion and softly release it into the compartment.
|
[
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Kindly spot and seek the red cup placed ahead of you.
Cautiously adjust your gripper towards the red cup, gripping it gently.
Find the after-storage area of the caddy.
Relocate the red cup in your grip over the rear portion and softly release it into the compartment.
|
[
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[
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Kindly spot and seek the red cup placed ahead of you.
Cautiously adjust your gripper towards the red cup, gripping it gently.
Find the after-storage area of the caddy.
Relocate the red cup in your grip over the rear portion and softly release it into the compartment.
|
[
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[
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[
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Kindly spot and seek the red cup placed ahead of you.
Cautiously adjust your gripper towards the red cup, gripping it gently.
Find the after-storage area of the caddy.
Relocate the red cup in your grip over the rear portion and softly release it into the compartment.
|
[
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[
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[
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[
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[
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] |
Kindly spot and seek the red cup placed ahead of you.
Cautiously adjust your gripper towards the red cup, gripping it gently.
Find the after-storage area of the caddy.
Relocate the red cup in your grip over the rear portion and softly release it into the compartment.
|
[
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[
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[
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|
[
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[
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[
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[
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[
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[
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[
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[
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[
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[
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[
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[
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[
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[
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[
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[
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[
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[
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[
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[
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[
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] |
Kindly spot and seek the red cup placed ahead of you.
Cautiously adjust your gripper towards the red cup, gripping it gently.
Find the after-storage area of the caddy.
Relocate the red cup in your grip over the rear portion and softly release it into the compartment.
|
[
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[
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[
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| 28
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[
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[
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[
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[
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[
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[
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[
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[
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[
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[
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[
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[
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[
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[
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[
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[
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[
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0
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[
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[
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[
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0
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[
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[
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0.00018558278679847717,
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0.000024612993001937866
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Kindly spot and seek the red cup placed ahead of you.
Cautiously adjust your gripper towards the red cup, gripping it gently.
Find the after-storage area of the caddy.
Relocate the red cup in your grip over the rear portion and softly release it into the compartment.
|
[
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[
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| 29
| 0
| 29
| 0
|
[
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[
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[
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[
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[
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[
0,
0,
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|
[
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[
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[
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[
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|
[
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[
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[
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[
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[
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[
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[
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[
0,
0,
0
] | 0
|
[
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[
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[
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[
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|
[
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[
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[
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0.999923050403595,
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[
0,
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] | 0
|
[
0.0000011920928955078125,
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0.000012366566807031631,
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[
0.283115953207016,
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1.0581902265548706,
0.03368039429187775,
0.9129819273948669,
3.1859805583953857,
0
] |
[
0.48502853512763977,
0.0322960764169693,
0.14123211801052094,
0.006093294359743595,
0.9999237060546875,
0.000017660457160673104,
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] |
[
-0.05000000074505806,
0,
0
] | 0
|
[
-6.854534149169922e-7,
0.000006925314664840698,
-8.940696716308594e-8,
0.00018784217536449432,
-8.940696716308594e-7,
-0.00015713290486019105,
0.00002622324973344803
] |
Kindly spot and seek the red cup placed ahead of you.
Cautiously adjust your gripper towards the red cup, gripping it gently.
Find the after-storage area of the caddy.
Relocate the red cup in your grip over the rear portion and softly release it into the compartment.
|
[
0.08504478633403778,
0.268469899892807,
-0.022551782429218292,
-2.2569334506988525,
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2.503129243850708,
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0,
0.5349549055099487,
0.03226029872894287,
0.13783305883407593,
1
] |
[
0.08504478633403778,
0.268469899892807,
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-2.2569334506988525,
-0.00872083567082882,
2.503129243850708,
0.8559719920158386,
0
] |
[
0.5350278615951538,
0.03230300173163414,
0.14123202860355377,
0.9999228119850159,
-0.00013947245315648615,
-0.010718585923314095,
0.0062811365351080894
] | 1.5
| 30
| 0
| 30
| 0
|
v3.0train: 0:1500data_path : data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet
video_path: videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4
| Feature | dtype | shape | description |
|---|---|---|---|
observation.images.google_robot |
video |
128×128×3 |
Augmented image for google_robot robot |
observation.images.image |
video |
128×128×3 |
Source robot's image from original dataset |
observation.images.jaco |
video |
128×128×3 |
Augmented image for jaco robot |
observation.images.kinova3 |
video |
128×128×3 |
Augmented image for kinova3 robot |
observation.images.kuka_iiwa |
video |
128×128×3 |
Augmented image for kuka_iiwa robot |
observation.images.sawyer |
video |
128×128×3 |
Augmented image for sawyer robot |
observation.images.ur5e |
video |
128×128×3 |
Augmented image for ur5e robot |
observation.images.widowX |
video |
128×128×3 |
Augmented image for widowX robot |
observation.images.xarm7 |
video |
128×128×3 |
Augmented image for xarm7 robot |
episode_index |
int64 |
1 |
Index of the current episode within the dataset. |
frame_index |
int64 |
1 |
Index of the current frame within its episode. |
index |
int64 |
1 |
Global frame index across the whole dataset. |
natural_language_instruction |
string |
1 |
Natural language command describing the task |
observation.ee_pose |
float32 |
7 |
Source robot's eef position |
observation.google_robot.base_orientation |
float32 |
1 |
Rotation along z-axis CCW to make the robot not blocking the camera (mostly 0) |
observation.google_robot.base_position |
float32 |
3 |
Base translation applied so the trajectory remains achievable |
observation.google_robot.ee_error |
float32 |
7 |
The eef difference between the augmented google_robot robot and the original robot |
observation.google_robot.ee_pose |
float32 |
7 |
The eef position of google_robot robot |
observation.google_robot.joints |
float32 |
8 |
The joint position of google_robot robot |
observation.jaco.base_orientation |
float32 |
1 |
Rotation along z-axis CCW to make the robot not blocking the camera (mostly 0) |
observation.jaco.base_position |
float32 |
3 |
Base translation applied so the trajectory remains achievable |
observation.jaco.ee_error |
float32 |
7 |
The eef difference between the augmented jaco robot and the original robot |
observation.jaco.ee_pose |
float32 |
7 |
The eef position of jaco robot |
observation.jaco.joints |
float32 |
7 |
The joint position of jaco robot |
observation.joints |
float32 |
8 |
Joint angle of source robot |
observation.kinova3.base_orientation |
float32 |
1 |
Rotation along z-axis CCW to make the robot not blocking the camera (mostly 0) |
observation.kinova3.base_position |
float32 |
3 |
Base translation applied so the trajectory remains achievable |
observation.kinova3.ee_error |
float32 |
7 |
The eef difference between the augmented kinova3 robot and the original robot |
observation.kinova3.ee_pose |
float32 |
7 |
The eef position of kinova3 robot |
observation.kinova3.joints |
float32 |
8 |
The joint position of kinova3 robot |
observation.kuka_iiwa.base_orientation |
float32 |
1 |
Rotation along z-axis CCW to make the robot not blocking the camera (mostly 0) |
observation.kuka_iiwa.base_position |
float32 |
3 |
Base translation applied so the trajectory remains achievable |
observation.kuka_iiwa.ee_error |
float32 |
7 |
The eef difference between the augmented kuka_iiwa robot and the original robot |
observation.kuka_iiwa.ee_pose |
float32 |
7 |
The eef position of kuka_iiwa robot |
observation.kuka_iiwa.joints |
float32 |
8 |
The joint position of kuka_iiwa robot |
observation.sawyer.base_orientation |
float32 |
1 |
Rotation along z-axis CCW to make the robot not blocking the camera (mostly 0) |
observation.sawyer.base_position |
float32 |
3 |
Base translation applied so the trajectory remains achievable |
observation.sawyer.ee_error |
float32 |
7 |
The eef difference between the augmented sawyer robot and the original robot |
observation.sawyer.ee_pose |
float32 |
7 |
The eef position of sawyer robot |
observation.sawyer.joints |
float32 |
8 |
The joint position of sawyer robot |
observation.state |
float32 |
24 |
Copy of the state field in source robot's RLDS dataset |
observation.ur5e.base_orientation |
float32 |
1 |
Rotation along z-axis CCW to make the robot not blocking the camera (mostly 0) |
observation.ur5e.base_position |
float32 |
3 |
Base translation applied so the trajectory remains achievable |
observation.ur5e.ee_error |
float32 |
7 |
The eef difference between the augmented ur5e robot and the original robot |
observation.ur5e.ee_pose |
float32 |
7 |
The eef position of ur5e robot |
observation.ur5e.joints |
float32 |
7 |
The joint position of ur5e robot |
observation.widowX.base_orientation |
float32 |
1 |
Rotation along z-axis CCW to make the robot not blocking the camera (mostly 0) |
observation.widowX.base_position |
float32 |
3 |
Base translation applied so the trajectory remains achievable |
observation.widowX.ee_error |
float32 |
7 |
The eef difference between the augmented widowX robot and the original robot |
observation.widowX.ee_pose |
float32 |
7 |
The eef position of widowX robot |
observation.widowX.joints |
float32 |
7 |
The joint position of widowX robot |
observation.xarm7.base_orientation |
float32 |
1 |
Rotation along z-axis CCW to make the robot not blocking the camera (mostly 0) |
observation.xarm7.base_position |
float32 |
3 |
Base translation applied so the trajectory remains achievable |
observation.xarm7.ee_error |
float32 |
7 |
The eef difference between the augmented xarm7 robot and the original robot |
observation.xarm7.ee_pose |
float32 |
7 |
The eef position of xarm7 robot |
observation.xarm7.joints |
float32 |
8 |
The joint position of xarm7 robot |
task_index |
int64 |
1 |
Integer ID of the high-level task this episode/frame belongs to. |
timestamp |
float32 |
1 |
Time stamp of the current frame within the episode (in second). |
If you use OXE-AugE datasets, please cite both our dataset and the upstream datasets.
@inproceedings{shah2023mutex,
title={{MUTEX}: Learning Unified Policies from Multimodal Task Specifications},
author={Rutav Shah and Roberto Mart{\'\i}n-Mart{\'\i}n and Yuke Zhu},
booktitle={7th Annual Conference on Robot Learning},
year={2023},
url={https://openreview.net/forum?id=PwqiqaaEzJ}
}
@misc{
ji2025oxeaug,
title = {OXE-AugE: A Large-Scale Robot Augmentation of OXE for Scaling Cross-Embodiment Policy Learning},
author = {Ji, Guanhua and Polavaram, Harsha and Chen, Lawrence Yunliang and Bajamahal, Sandeep and Ma, Zehan and Adebola, Simeon and Xu, Chenfeng and Goldberg, Ken},
year = {2025},
note = {Manuscript}
}