README.md

---
pretty_name: "language_table_train_5000_10000_augmented"
license: "cc-by-4.0"
tags: [robotics, lerobot, oxe-auge, dataset]
task_categories: [robotics]

oxe_aug:
  codebase_version: "v3.0"
  robots: ["google_robot", "images", "jaco", "kinova3", "kuka_iiwa", "panda", "sawyer", "ur5e"]
  fps: 10
  total_episodes: 5000
  total_frames: 79151
  total_videos: null

configs:
  - config_name: default
    data_files:
      - split: train
        path:
          - "data/chunk-*/file-*.parquet"
---
# language_table_train_5000_10000_augmented

## Overview

- **Codebase version**: `v3.0`
- **Robots**: google_robot, images, jaco, kinova3, kuka_iiwa, panda, sawyer, ur5e
- **FPS**: 10
- **Episodes**: 5,000
- **Frames**: 79,151
- **Splits**:
  - `train`: `0:5000`

## Data Layout

```text
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` | `360×640×3` | Augmented image for google_robot robot |
| `observation.images.image` | `video` | `360×640×3` | Source robot's image from original dataset |
| `observation.images.jaco` | `video` | `360×640×3` | Augmented image for jaco robot |
| `observation.images.kinova3` | `video` | `360×640×3` | Augmented image for kinova3 robot |
| `observation.images.kuka_iiwa` | `video` | `360×640×3` | Augmented image for kuka_iiwa robot |
| `observation.images.panda` | `video` | `360×640×3` | Augmented image for panda robot |
| `observation.images.sawyer` | `video` | `360×640×3` | Augmented image for sawyer robot |
| `observation.images.ur5e` | `video` | `360×640×3` | Augmented image for ur5e 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` | `int32` | `512` | 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.panda.base_orientation` | `float32` | `1` | Rotation along z-axis CCW to make the robot not blocking the camera (mostly 0) |
| `observation.panda.base_position` | `float32` | `3` | Base translation applied so the trajectory remains achievable |
| `observation.panda.ee_error` | `float32` | `7` | The eef difference between the augmented panda robot and the original robot |
| `observation.panda.ee_pose` | `float32` | `7` | The eef position of panda robot |
| `observation.panda.joints` | `float32` | `8` | The joint position of panda 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` | `2` | 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 |
| `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

- Website page: [https://oxe-auge.github.io/](https://oxe-auge.github.io/)
- Project repository: [https://github.com/GuanhuaJi/oxe-auge](https://github.com/GuanhuaJi/oxe-auge)

## Paper

- [https://arxiv.org/abs/2210.06407](https://arxiv.org/abs/2210.06407)

## Citation Policy

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

## Upstream Dataset Citation (original dataset)

```bibtex
@article{lynch2022interactive,
  title   = {Interactive Language: Talking to Robots in Real Time},
  author  = {Corey Lynch and Ayzaan Wahid and Jonathan Tompson and Tianli Ding and James Betker and Robert Baruch and Travis Armstrong and Pete Florence},
  journal = {arXiv preprint arXiv:2210.06407},
  year    = {2022},
  url     = {https://arxiv.org/abs/2210.06407}
}
```

## OXE-AugE Dataset Citation (ours)

```bibtex
@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}
}
```