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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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0.15
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0
3
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pick up the bowl from the lazy Susan and put bowl on the plate
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0.2
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0
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0
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0
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pick up the bowl from the lazy Susan and put bowl on the plate
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0.25
5
0
5
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0
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0
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0
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0
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0
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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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0.4
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0
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0
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[ 0, 0, 0 ]
0
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0
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pick up the bowl from the lazy Susan and put bowl on the plate
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0.45
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0
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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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0
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pick up the bowl from the lazy Susan and put bowl on the plate
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0.8
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0
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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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1
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pick up the bowl from the lazy Susan and put bowl on the plate
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1.05
21
0
21
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pick up the bowl from the lazy Susan and put bowl on the plate
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1.1
22
0
22
0
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0
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0
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0
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0
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0
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0
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0
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pick up the bowl from the lazy Susan and put bowl on the plate
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1.15
23
0
23
0
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0
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0
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0
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0
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pick up the bowl from the lazy Susan and put bowl on the plate
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1.2
24
0
24
0
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0
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0
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0
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0
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0
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0
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0
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pick up the bowl from the lazy Susan and put bowl on the plate
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1.25
25
0
25
0
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0
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0
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0
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0
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0
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0
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0
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0
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pick up the bowl from the lazy Susan and put bowl on the plate
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1.3
26
0
26
0
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0
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0
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0
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0
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[ 0, 0, 0 ]
0
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0
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pick up the bowl from the lazy Susan and put bowl on the plate
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1.35
27
0
27
0
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0
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0
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0
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0
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0
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0
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pick up the bowl from the lazy Susan and put bowl on the plate
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1.4
28
0
28
0
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0
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0
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0
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0
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0
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0
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[ 0, 0, 0 ]
0
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0
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pick up the bowl from the lazy Susan and put bowl on the plate
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1.45
29
0
29
0
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0
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0
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0
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0
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[ 0, 0, 0 ]
0
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[ 0.498243510723114, 0.08581395447254181, 0.23912903666496277, -0.2577987313270569, 0.9608353972434998, -0.10046283900737762, 0.015568318776786327 ]
[ 0, 0, 0 ]
0
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[ -0.3399331271648407, 0.5296300649642944, 0.3570578992366791, -1.8717025518417358, 0.5041769742965698, 0.762122392654419, -0.19374029338359833, 0 ]
[ 0.49823957681655884, 0.08581557869911194, 0.2391260415315628, -0.2577771246433258, 0.9608364701271057, -0.10049297660589218, 0.015663595870137215 ]
[ 0, 0, 0 ]
0
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[ 0.02183878794312477, 0.05317627638578415, -0.057967934757471085, 1.1249781847000122, 0.5993022322654724, 1.0812327861785889, 3.0227363109588623, 0 ]
[ 0.49823620915412903, 0.0858101099729538, 0.23912133276462555, -0.25794512033462524, 0.9608051776885986, -0.100346639752388, 0.015758514404296875 ]
[ 0, 0, 0 ]
0
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pick up the bowl from the lazy Susan and put bowl on the plate
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1.5
30
0
30
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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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1.6
32
0
32
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End of preview. Expand in Data Studio

viola_train_augmented

Overview

  • Codebase version: v3.0
  • Robots: google_robot, images, jaco, kinova3, kuka_iiwa, sawyer, ur5e, widowX, xarm7
  • FPS: 20
  • Episodes: 135
  • Frames: 68,913
  • Splits:
    • train: 0:135

Data Layout

data_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

Features

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).

Website

Paper

Citation Policy

If you use OXE-AugE datasets, please cite both our dataset and the upstream datasets.

Upstream Dataset Citation (original dataset)

@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}
}

OXE-AugE Dataset Citation (ours)

@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}
}
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