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README.md
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---
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pretty_name: "language_table_train_135000_140000_augmented"
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license: "cc-by-4.0"
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tags: [robotics, lerobot, oxe-aug, dataset]
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task_categories: [robotics]
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oxe_aug:
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codebase_version: "v2.1"
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robots: ["google_robot", "images", "jaco", "kinova3", "kuka_iiwa", "panda", "sawyer", "ur5e"]
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fps: 10
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total_episodes: 5000
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total_frames: 79556
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total_videos: 40000
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configs:
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- config_name: default
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data_files:
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- split: train
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path:
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- "data/chunk-*/episode_*.parquet"
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---
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# language_table_train_135000_140000_augmented
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## Overview
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- **Codebase version**: `v2.1`
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- **Robots**: google_robot, images, jaco, kinova3, kuka_iiwa, panda, sawyer, ur5e
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- **FPS**: 10
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- **Episodes**: 5,000
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- **Frames**: 79,556
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- **Videos**: 40,000
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- **Chunks**: 5
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- **Splits**:
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- `train`: `0:5000`
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## Data Layout
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```text
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data_path : data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet
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video_path: videos/chunk-{episode_chunk:03d}/{video_key}/episode_{episode_index:06d}.mp4
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```
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## Features
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| Feature | dtype | shape | description |
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|---|---:|---:|---|
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| `observation.images.google_robot` | `video` | `360×640×3` | Augmented image for google_robot robot |
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| `observation.images.image` | `video` | `360×640×3` | Source robot's image from original dataset |
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| `observation.images.jaco` | `video` | `360×640×3` | Augmented image for jaco robot |
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| `observation.images.kinova3` | `video` | `360×640×3` | Augmented image for kinova3 robot |
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| `observation.images.kuka_iiwa` | `video` | `360×640×3` | Augmented image for kuka_iiwa robot |
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| `observation.images.panda` | `video` | `360×640×3` | Augmented image for panda robot |
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| `observation.images.sawyer` | `video` | `360×640×3` | Augmented image for sawyer robot |
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| `observation.images.ur5e` | `video` | `360×640×3` | Augmented image for ur5e robot |
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| `episode_index` | `int64` | `1` | - |
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| `frame_index` | `int64` | `1` | - |
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| `index` | `int64` | `1` | - |
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| `natural_language_instruction` | `int32` | `512` | - |
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| `observation.ee_pose` | `float32` | `7` | Source robot's eef position |
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| `observation.google_robot.base_orientation` | `float32` | `1` | Rotation along z-axis CCW to make the robot not blocking the camera (mostly 0) |
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| `observation.google_robot.base_position` | `float32` | `3` | Base translation applied so the trajectory remains achievable |
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| `observation.google_robot.ee_error` | `float32` | `7` | The eef difference between the augmented google_robot robot and the original robot |
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| `observation.google_robot.ee_pose` | `float32` | `7` | The eef position of google_robot robot |
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| `observation.google_robot.joints` | `float32` | `8` | The joint position of google_robot robot |
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| `observation.jaco.base_orientation` | `float32` | `1` | Rotation along z-axis CCW to make the robot not blocking the camera (mostly 0) |
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| `observation.jaco.base_position` | `float32` | `3` | Base translation applied so the trajectory remains achievable |
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| `observation.jaco.ee_error` | `float32` | `7` | The eef difference between the augmented jaco robot and the original robot |
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| `observation.jaco.ee_pose` | `float32` | `7` | The eef position of jaco robot |
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| `observation.jaco.joints` | `float32` | `7` | The joint position of jaco robot |
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| `observation.joints` | `float32` | `8` | Joint angle of source robot |
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| `observation.kinova3.base_orientation` | `float32` | `1` | Rotation along z-axis CCW to make the robot not blocking the camera (mostly 0) |
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| `observation.kinova3.base_position` | `float32` | `3` | Base translation applied so the trajectory remains achievable |
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| `observation.kinova3.ee_error` | `float32` | `7` | The eef difference between the augmented kinova3 robot and the original robot |
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| `observation.kinova3.ee_pose` | `float32` | `7` | The eef position of kinova3 robot |
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| `observation.kinova3.joints` | `float32` | `8` | The joint position of kinova3 robot |
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| `observation.kuka_iiwa.base_orientation` | `float32` | `1` | Rotation along z-axis CCW to make the robot not blocking the camera (mostly 0) |
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| `observation.kuka_iiwa.base_position` | `float32` | `3` | Base translation applied so the trajectory remains achievable |
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| `observation.kuka_iiwa.ee_error` | `float32` | `7` | The eef difference between the augmented kuka_iiwa robot and the original robot |
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| `observation.kuka_iiwa.ee_pose` | `float32` | `7` | The eef position of kuka_iiwa robot |
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| `observation.kuka_iiwa.joints` | `float32` | `8` | The joint position of kuka_iiwa robot |
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| `observation.panda.base_orientation` | `float32` | `1` | Rotation along z-axis CCW to make the robot not blocking the camera (mostly 0) |
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| `observation.panda.base_position` | `float32` | `3` | Base translation applied so the trajectory remains achievable |
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| `observation.panda.ee_error` | `float32` | `7` | The eef difference between the augmented panda robot and the original robot |
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| `observation.panda.ee_pose` | `float32` | `7` | The eef position of panda robot |
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| `observation.panda.joints` | `float32` | `8` | The joint position of panda robot |
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| `observation.sawyer.base_orientation` | `float32` | `1` | Rotation along z-axis CCW to make the robot not blocking the camera (mostly 0) |
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| `observation.sawyer.base_position` | `float32` | `3` | Base translation applied so the trajectory remains achievable |
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| `observation.sawyer.ee_error` | `float32` | `7` | The eef difference between the augmented sawyer robot and the original robot |
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| `observation.sawyer.ee_pose` | `float32` | `7` | The eef position of sawyer robot |
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| `observation.sawyer.joints` | `float32` | `8` | The joint position of sawyer robot |
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| `observation.state` | `float32` | `2` | Copy of the state field in source robot's RLDS dataset |
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| `observation.ur5e.base_orientation` | `float32` | `1` | Rotation along z-axis CCW to make the robot not blocking the camera (mostly 0) |
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| `observation.ur5e.base_position` | `float32` | `3` | Base translation applied so the trajectory remains achievable |
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| `observation.ur5e.ee_error` | `float32` | `7` | The eef difference between the augmented ur5e robot and the original robot |
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| `observation.ur5e.ee_pose` | `float32` | `7` | The eef position of ur5e robot |
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| `observation.ur5e.joints` | `float32` | `7` | The joint position of ur5e robot |
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| `task_index` | `int64` | `1` | - |
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| `timestamp` | `float32` | `1` | - |
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## Website
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- Website page: [https://oxe-aug.github.io/](https://oxe-aug.github.io/)
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- Project repository: [https://github.com/GuanhuaJi/oxe-aug](https://github.com/GuanhuaJi/oxe-aug)
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## Paper
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- [https://arxiv.org/abs/2210.06407](https://arxiv.org/abs/2210.06407)
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## Citation Policy
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If you use **OXE-Aug** datasets, please cite **both** our dataset and the **upstream datasets**.
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## Upstream Dataset Citation (original dataset)
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```bibtex
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@article{lynch2022interactive,
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title = {Interactive Language: Talking to Robots in Real Time},
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author = {Corey Lynch and Ayzaan Wahid and Jonathan Tompson and Tianli Ding and James Betker and Robert Baruch and Travis Armstrong and Pete Florence},
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journal = {arXiv preprint arXiv:2210.06407},
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year = {2022},
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url = {https://arxiv.org/abs/2210.06407}
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}
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```
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## OXE-Aug Dataset Citation (ours)
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```bibtex
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@misc{
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ji2025oxeaug,
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title = {OXE-Aug: A Large-Scale Robot Augmentation of OXE for Scaling Cross-Embodiment Policy Learning},
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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},
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year = {2025},
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note = {Manuscript}
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}
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```
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README.md.bak
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---
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pretty_name: "language_table_train_135000_140000"
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license: "cc-by-4.0"
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tags: [robotics, lerobot, oxe-aug, dataset]
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task_categories: [robotics]
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oxe_aug:
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codebase_version: "v2.1"
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robots: ["google_robot", "images", "jaco", "kinova3", "kuka_iiwa", "panda", "sawyer", "ur5e"]
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fps: 10
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total_episodes: 5000
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total_frames: 79556
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total_videos: 40000
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configs:
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- config_name: default
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data_files:
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- split: train
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path:
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- "data/chunk-*/episode_*.parquet"
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---
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# language_table_train_135000_140000
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## Overview
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- **Codebase version**: `v2.1`
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- **Robots**: google_robot, images, jaco, kinova3, kuka_iiwa, panda, sawyer, ur5e
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- **FPS**: 10
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- **Episodes**: 5,000
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- **Frames**: 79,556
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- **Videos**: 40,000
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- **Chunks**: 5
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- **Splits**:
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- `train`: `0:5000`
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## Data Layout
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```text
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data_path : data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet
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video_path: videos/chunk-{episode_chunk:03d}/{video_key}/episode_{episode_index:06d}.mp4
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```
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## Features
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| Feature | dtype | shape | description |
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|---|---:|---:|---|
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| `observation.images.google_robot` | `video` | `360×640×3` | Augmented image for google_robot robot |
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| `observation.images.image` | `video` | `360×640×3` | Source robot's image from original dataset |
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| `observation.images.jaco` | `video` | `360×640×3` | Augmented image for jaco robot |
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| `observation.images.kinova3` | `video` | `360×640×3` | Augmented image for kinova3 robot |
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| `observation.images.kuka_iiwa` | `video` | `360×640×3` | Augmented image for kuka_iiwa robot |
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| `observation.images.panda` | `video` | `360×640×3` | Augmented image for panda robot |
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| `observation.images.sawyer` | `video` | `360×640×3` | Augmented image for sawyer robot |
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| `observation.images.ur5e` | `video` | `360×640×3` | Augmented image for ur5e robot |
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| `episode_index` | `int64` | `1` | - |
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| `frame_index` | `int64` | `1` | - |
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| `index` | `int64` | `1` | - |
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| `natural_language_instruction` | `int32` | `512` | - |
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| `observation.ee_pose` | `float32` | `7` | Source robot's eef position |
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| `observation.google_robot.base_orientation` | `float32` | `1` | Rotation along z-axis CCW to make the robot not blocking the camera (mostly 0) |
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| 61 |
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| `observation.google_robot.base_position` | `float32` | `3` | Base translation applied so the trajectory remains achievable |
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| 62 |
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| `observation.google_robot.ee_error` | `float32` | `7` | The eef difference between the augmented google_robot robot and the original robot |
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| 63 |
-
| `observation.google_robot.ee_pose` | `float32` | `7` | The eef position of google_robot robot |
|
| 64 |
-
| `observation.google_robot.joints` | `float32` | `8` | The joint position of google_robot robot |
|
| 65 |
-
| `observation.jaco.base_orientation` | `float32` | `1` | Rotation along z-axis CCW to make the robot not blocking the camera (mostly 0) |
|
| 66 |
-
| `observation.jaco.base_position` | `float32` | `3` | Base translation applied so the trajectory remains achievable |
|
| 67 |
-
| `observation.jaco.ee_error` | `float32` | `7` | The eef difference between the augmented jaco robot and the original robot |
|
| 68 |
-
| `observation.jaco.ee_pose` | `float32` | `7` | The eef position of jaco robot |
|
| 69 |
-
| `observation.jaco.joints` | `float32` | `7` | The joint position of jaco robot |
|
| 70 |
-
| `observation.joints` | `float32` | `8` | Joint angle of source robot |
|
| 71 |
-
| `observation.kinova3.base_orientation` | `float32` | `1` | Rotation along z-axis CCW to make the robot not blocking the camera (mostly 0) |
|
| 72 |
-
| `observation.kinova3.base_position` | `float32` | `3` | Base translation applied so the trajectory remains achievable |
|
| 73 |
-
| `observation.kinova3.ee_error` | `float32` | `7` | The eef difference between the augmented kinova3 robot and the original robot |
|
| 74 |
-
| `observation.kinova3.ee_pose` | `float32` | `7` | The eef position of kinova3 robot |
|
| 75 |
-
| `observation.kinova3.joints` | `float32` | `8` | The joint position of kinova3 robot |
|
| 76 |
-
| `observation.kuka_iiwa.base_orientation` | `float32` | `1` | Rotation along z-axis CCW to make the robot not blocking the camera (mostly 0) |
|
| 77 |
-
| `observation.kuka_iiwa.base_position` | `float32` | `3` | Base translation applied so the trajectory remains achievable |
|
| 78 |
-
| `observation.kuka_iiwa.ee_error` | `float32` | `7` | The eef difference between the augmented kuka_iiwa robot and the original robot |
|
| 79 |
-
| `observation.kuka_iiwa.ee_pose` | `float32` | `7` | The eef position of kuka_iiwa robot |
|
| 80 |
-
| `observation.kuka_iiwa.joints` | `float32` | `8` | The joint position of kuka_iiwa robot |
|
| 81 |
-
| `observation.panda.base_orientation` | `float32` | `1` | Rotation along z-axis CCW to make the robot not blocking the camera (mostly 0) |
|
| 82 |
-
| `observation.panda.base_position` | `float32` | `3` | Base translation applied so the trajectory remains achievable |
|
| 83 |
-
| `observation.panda.ee_error` | `float32` | `7` | The eef difference between the augmented panda robot and the original robot |
|
| 84 |
-
| `observation.panda.ee_pose` | `float32` | `7` | The eef position of panda robot |
|
| 85 |
-
| `observation.panda.joints` | `float32` | `8` | The joint position of panda robot |
|
| 86 |
-
| `observation.sawyer.base_orientation` | `float32` | `1` | Rotation along z-axis CCW to make the robot not blocking the camera (mostly 0) |
|
| 87 |
-
| `observation.sawyer.base_position` | `float32` | `3` | Base translation applied so the trajectory remains achievable |
|
| 88 |
-
| `observation.sawyer.ee_error` | `float32` | `7` | The eef difference between the augmented sawyer robot and the original robot |
|
| 89 |
-
| `observation.sawyer.ee_pose` | `float32` | `7` | The eef position of sawyer robot |
|
| 90 |
-
| `observation.sawyer.joints` | `float32` | `8` | The joint position of sawyer robot |
|
| 91 |
-
| `observation.state` | `float32` | `2` | Copy of the state field in source robot's RLDS dataset |
|
| 92 |
-
| `observation.ur5e.base_orientation` | `float32` | `1` | Rotation along z-axis CCW to make the robot not blocking the camera (mostly 0) |
|
| 93 |
-
| `observation.ur5e.base_position` | `float32` | `3` | Base translation applied so the trajectory remains achievable |
|
| 94 |
-
| `observation.ur5e.ee_error` | `float32` | `7` | The eef difference between the augmented ur5e robot and the original robot |
|
| 95 |
-
| `observation.ur5e.ee_pose` | `float32` | `7` | The eef position of ur5e robot |
|
| 96 |
-
| `observation.ur5e.joints` | `float32` | `7` | The joint position of ur5e robot |
|
| 97 |
-
| `task_index` | `int64` | `1` | - |
|
| 98 |
-
| `timestamp` | `float32` | `1` | - |
|
| 99 |
-
|
| 100 |
-
## Website
|
| 101 |
-
|
| 102 |
-
- Website page: [https://oxe-aug.github.io/](https://oxe-aug.github.io/)
|
| 103 |
-
- Project repository: [https://github.com/GuanhuaJi/oxe-aug](https://github.com/GuanhuaJi/oxe-aug)
|
| 104 |
-
|
| 105 |
-
## Paper
|
| 106 |
-
|
| 107 |
-
- [https://arxiv.org/abs/2210.06407](https://arxiv.org/abs/2210.06407)
|
| 108 |
-
|
| 109 |
-
## Citation Policy
|
| 110 |
-
|
| 111 |
-
If you use **OXE-Aug** datasets, please cite **both** our dataset and the **upstream datasets**.
|
| 112 |
-
|
| 113 |
-
## Upstream Dataset Citation (original dataset)
|
| 114 |
-
|
| 115 |
-
```bibtex
|
| 116 |
-
@article{lynch2022interactive,
|
| 117 |
-
title = {Interactive Language: Talking to Robots in Real Time},
|
| 118 |
-
author = {Corey Lynch and Ayzaan Wahid and Jonathan Tompson and Tianli Ding and James Betker and Robert Baruch and Travis Armstrong and Pete Florence},
|
| 119 |
-
journal = {arXiv preprint arXiv:2210.06407},
|
| 120 |
-
year = {2022},
|
| 121 |
-
url = {https://arxiv.org/abs/2210.06407}
|
| 122 |
-
}
|
| 123 |
-
```
|
| 124 |
-
|
| 125 |
-
## OXE-Aug Dataset Citation (ours)
|
| 126 |
-
|
| 127 |
-
```bibtex
|
| 128 |
-
@misc{
|
| 129 |
-
ji2025oxeaug,
|
| 130 |
-
title = {OXE-Aug: A Large-Scale Robot Augmentation of OXE for Scaling Cross-Embodiment Policy Learning},
|
| 131 |
-
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},
|
| 132 |
-
year = {2025},
|
| 133 |
-
note = {Manuscript}
|
| 134 |
-
}
|
| 135 |
-
```
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