Viola Augmented
Collection
2 items
•
Updated
observation.widowX.joints
listlengths 7
7
| observation.widowX.ee_pose
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7
| observation.widowX.base_position
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3
| observation.widowX.base_orientation
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0
| observation.widowX.ee_error
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7
| observation.sawyer.joints
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8
| observation.sawyer.ee_pose
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7
| observation.sawyer.base_position
listlengths 3
3
| observation.sawyer.base_orientation
float32 0
0
| observation.sawyer.ee_error
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7
| observation.ur5e.joints
listlengths 7
7
| observation.ur5e.ee_pose
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7
| observation.ur5e.base_position
listlengths 3
3
| observation.ur5e.base_orientation
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0
| observation.ur5e.ee_error
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7
| observation.google_robot.joints
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8
| observation.google_robot.ee_pose
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7
| observation.google_robot.base_position
listlengths 3
3
| observation.google_robot.base_orientation
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0
| observation.google_robot.ee_error
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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
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| observation.jaco.ee_error
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7
| observation.kinova3.joints
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| observation.kinova3.ee_pose
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| observation.kinova3.base_position
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3
| observation.kinova3.base_orientation
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| observation.kinova3.ee_error
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7
| observation.kuka_iiwa.joints
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8
| observation.kuka_iiwa.ee_pose
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7
| observation.kuka_iiwa.base_position
listlengths 3
3
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| observation.kuka_iiwa.ee_error
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| observation.xarm7.joints
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| observation.xarm7.ee_pose
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| observation.xarm7.base_position
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| observation.xarm7.ee_error
listlengths 7
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| natural_language_instruction
stringclasses 3
values | observation.state
listlengths 16
16
| observation.joints
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8
| observation.ee_pose
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7
| timestamp
float64 0
44.2
| frame_index
int64 0
883
| episode_index
int64 0
134
| index
int64 0
68.9k
| task_index
int64 0
2
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pick up the bowl from the lazy Susan and put bowl on the plate
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pick up the bowl from the lazy Susan and put bowl on the plate
|
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pick up the bowl from the lazy Susan and put bowl on the plate
|
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pick up the bowl from the lazy Susan and put bowl on the plate
|
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pick up the bowl from the lazy Susan and put bowl on the plate
|
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pick up the bowl from the lazy Susan and put bowl on the plate
|
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| 6
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|
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[
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pick up the bowl from the lazy Susan and put bowl on the plate
|
[
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[
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| 7
| 0
| 7
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|
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[
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pick up the bowl from the lazy Susan and put bowl on the plate
|
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pick up the bowl from the lazy Susan and put bowl on the plate
|
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pick up the bowl from the lazy Susan and put bowl on the plate
|
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pick up the bowl from the lazy Susan and put bowl on the plate
|
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pick up the bowl from the lazy Susan and put bowl on the plate
|
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pick up the bowl from the lazy Susan and put bowl on the plate
|
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pick up the bowl from the lazy Susan and put bowl on the plate
|
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pick up the bowl from the lazy Susan and put bowl on the plate
|
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| 15
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[
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pick up the bowl from the lazy Susan and put bowl on the plate
|
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pick up the bowl from the lazy Susan and put bowl on the plate
|
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pick up the bowl from the lazy Susan and put bowl on the plate
|
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[
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pick up the bowl from the lazy Susan and put bowl on the plate
|
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pick up the bowl from the lazy Susan and put bowl on the plate
|
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pick up the bowl from the lazy Susan and put bowl on the plate
|
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pick up the bowl from the lazy Susan and put bowl on the plate
|
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pick up the bowl from the lazy Susan and put bowl on the plate
|
[
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[
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[
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[
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[
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pick up the bowl from the lazy Susan and put bowl on the plate
|
[
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[
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| 24
| 0
| 24
| 0
|
[
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[
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pick up the bowl from the lazy Susan and put bowl on the plate
|
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pick up the bowl from the lazy Susan and put bowl on the plate
|
[
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[
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| 26
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|
[
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[
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[
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[
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[
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pick up the bowl from the lazy Susan and put bowl on the plate
|
[
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pick up the bowl from the lazy Susan and put bowl on the plate
|
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pick up the bowl from the lazy Susan and put bowl on the plate
|
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pick up the bowl from the lazy Susan and put bowl on the plate
|
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pick up the bowl from the lazy Susan and put bowl on the plate
|
[
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pick up the bowl from the lazy Susan and put bowl on the plate
|
[
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[
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[
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| 32
| 0
| 32
| 0
|
v3.0train: 0:135data_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 |
224×224×3 |
Augmented image for google_robot robot |
observation.images.image |
video |
224×224×3 |
Source robot's image from original dataset |
observation.images.jaco |
video |
224×224×3 |
Augmented image for jaco robot |
observation.images.kinova3 |
video |
224×224×3 |
Augmented image for kinova3 robot |
observation.images.kuka_iiwa |
video |
224×224×3 |
Augmented image for kuka_iiwa robot |
observation.images.sawyer |
video |
224×224×3 |
Augmented image for sawyer robot |
observation.images.ur5e |
video |
224×224×3 |
Augmented image for ur5e robot |
observation.images.widowX |
video |
224×224×3 |
Augmented image for widowX robot |
observation.images.xarm7 |
video |
224×224×3 |
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 |
16 |
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{zhu2023viola,
title = {VIOLA: Imitation Learning for Vision-Based Manipulation with Object Proposal Priors},
author = {Zhu, Yifeng and Joshi, Abhishek and Stone, Peter and Zhu, Yuke},
booktitle = {Proceedings of The 6th Conference on Robot Learning},
series = {Proceedings of Machine Learning Research},
volume = {205},
pages = {1199--1210},
year = {2023},
publisher = {PMLR},
url = {https://proceedings.mlr.press/v205/zhu23a.html}
}
@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}
}