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README.md
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---
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pretty_name: "berkeley_autolab_ur5_train_300_400"
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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", "widowX", "xarm7"]
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fps: 5.0
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total_episodes: 100
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total_frames: 9934
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total_videos: 900
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+
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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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# berkeley_autolab_ur5_train_300_400
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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, widowX, xarm7
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- **FPS**: 5.0
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- **Episodes**: 100
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- **Frames**: 9,934
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- **Videos**: 900
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- **Chunks**: 1
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- **Splits**:
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- `train`: `0:100`
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|
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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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| 44 |
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| Feature | dtype | shape | description |
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| 46 |
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|---|---:|---:|---|
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| 47 |
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| `observation.images.google_robot` | `video` | `480×640×3` | Augmented image for google_robot robot |
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| 48 |
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| `observation.images.image` | `video` | `480×640×3` | Source robot's image from original dataset |
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| 49 |
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| `observation.images.jaco` | `video` | `480×640×3` | Augmented image for jaco robot |
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| 50 |
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| `observation.images.kinova3` | `video` | `480×640×3` | Augmented image for kinova3 robot |
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| 51 |
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| `observation.images.kuka_iiwa` | `video` | `480×640×3` | Augmented image for kuka_iiwa robot |
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| 52 |
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| `observation.images.panda` | `video` | `480×640×3` | Augmented image for panda robot |
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| 53 |
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| `observation.images.sawyer` | `video` | `480×640×3` | Augmented image for sawyer robot |
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| 54 |
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| `observation.images.widowX` | `video` | `480×640×3` | Augmented image for widowX robot |
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| 55 |
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| `observation.images.xarm7` | `video` | `480×640×3` | Augmented image for xarm7 robot |
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| 56 |
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| `episode_index` | `int64` | `1` | - |
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| 57 |
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| `frame_index` | `int64` | `1` | - |
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| 58 |
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| `index` | `int64` | `1` | - |
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| 59 |
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| `natural_language_instruction` | `string` | `1` | - |
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| 60 |
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| `observation.ee_pose` | `float32` | `7` | Source robot's eef position |
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| 61 |
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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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| 62 |
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| `observation.google_robot.base_position` | `float32` | `3` | Base translation applied so the trajectory remains achievable |
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| 63 |
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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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| 64 |
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| `observation.google_robot.ee_pose` | `float32` | `7` | The eef position of google_robot robot |
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| 65 |
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| `observation.google_robot.joints` | `float32` | `8` | The joint position of google_robot robot |
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| 66 |
+
| `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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| 67 |
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| `observation.jaco.base_position` | `float32` | `3` | Base translation applied so the trajectory remains achievable |
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| 68 |
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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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| 69 |
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| `observation.jaco.ee_pose` | `float32` | `7` | The eef position of jaco robot |
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| 70 |
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| `observation.jaco.joints` | `float32` | `7` | The joint position of jaco robot |
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| 71 |
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| `observation.joints` | `float32` | `7` | Joint angle of source robot |
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| 72 |
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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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| 73 |
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| `observation.kinova3.base_position` | `float32` | `3` | Base translation applied so the trajectory remains achievable |
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| 74 |
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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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| 75 |
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| `observation.kinova3.ee_pose` | `float32` | `7` | The eef position of kinova3 robot |
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| 76 |
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| `observation.kinova3.joints` | `float32` | `8` | The joint position of kinova3 robot |
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| 77 |
+
| `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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| 78 |
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| `observation.kuka_iiwa.base_position` | `float32` | `3` | Base translation applied so the trajectory remains achievable |
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| 79 |
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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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| 80 |
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| `observation.kuka_iiwa.ee_pose` | `float32` | `7` | The eef position of kuka_iiwa robot |
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| 81 |
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| `observation.kuka_iiwa.joints` | `float32` | `8` | The joint position of kuka_iiwa robot |
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| 82 |
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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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| 83 |
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| `observation.panda.base_position` | `float32` | `3` | Base translation applied so the trajectory remains achievable |
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| 84 |
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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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| 85 |
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| `observation.panda.ee_pose` | `float32` | `7` | The eef position of panda robot |
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| 86 |
+
| `observation.panda.joints` | `float32` | `8` | The joint position of panda robot |
|
| 87 |
+
| `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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| 88 |
+
| `observation.sawyer.base_position` | `float32` | `3` | Base translation applied so the trajectory remains achievable |
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| 89 |
+
| `observation.sawyer.ee_error` | `float32` | `7` | The eef difference between the augmented sawyer robot and the original robot |
|
| 90 |
+
| `observation.sawyer.ee_pose` | `float32` | `7` | The eef position of sawyer robot |
|
| 91 |
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| `observation.sawyer.joints` | `float32` | `8` | The joint position of sawyer robot |
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| 92 |
+
| `observation.state` | `float32` | `15` | Copy of the state field in source robot's RLDS dataset |
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| 93 |
+
| `observation.widowX.base_orientation` | `float32` | `1` | Rotation along z-axis CCW to make the robot not blocking the camera (mostly 0) |
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| 94 |
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| `observation.widowX.base_position` | `float32` | `3` | Base translation applied so the trajectory remains achievable |
|
| 95 |
+
| `observation.widowX.ee_error` | `float32` | `7` | The eef difference between the augmented widowX robot and the original robot |
|
| 96 |
+
| `observation.widowX.ee_pose` | `float32` | `7` | The eef position of widowX robot |
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| 97 |
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| `observation.widowX.joints` | `float32` | `7` | The joint position of widowX robot |
|
| 98 |
+
| `observation.xarm7.base_orientation` | `float32` | `1` | Rotation along z-axis CCW to make the robot not blocking the camera (mostly 0) |
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| 99 |
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| `observation.xarm7.base_position` | `float32` | `3` | Base translation applied so the trajectory remains achievable |
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| 100 |
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| `observation.xarm7.ee_error` | `float32` | `7` | The eef difference between the augmented xarm7 robot and the original robot |
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| 101 |
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| `observation.xarm7.ee_pose` | `float32` | `7` | The eef position of xarm7 robot |
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| 102 |
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| `observation.xarm7.joints` | `float32` | `8` | The joint position of xarm7 robot |
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| 103 |
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| `task_index` | `int64` | `1` | - |
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| 104 |
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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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| 109 |
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- Project repository: [https://github.com/GuanhuaJi/oxe-aug](https://github.com/GuanhuaJi/oxe-aug)
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|
| 111 |
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## Paper
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| 112 |
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|
| 113 |
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- [https://sites.google.com/view/berkeley-ur5/home](https://sites.google.com/view/berkeley-ur5/home)
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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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| 120 |
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|
| 121 |
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```bibtex
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@misc{BerkeleyUR5Website,
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title = {Berkeley {UR5} Demonstration Dataset},
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| 124 |
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author = {Lawrence Yunliang Chen and Simeon Adebola and Ken Goldberg},
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| 125 |
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howpublished = {https://sites.google.com/view/berkeley-ur5/home},
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}
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```
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## OXE-Aug Dataset Citation (ours)
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| 130 |
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```bibtex
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| 132 |
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@misc{
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| 133 |
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ji2025oxeaug,
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| 134 |
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title = {OXE-Aug: A Large-Scale Robot Augmentation of OXE for Scaling Cross-Embodiment Policy Learning},
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| 135 |
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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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| 136 |
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year = {2025},
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| 137 |
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note = {Manuscript}
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}
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```
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| 20 |
+
{"episode_index": 19, "tasks": ["take the tiger out of the red bowl and put it in the grey bowl"], "length": 92}
|
| 21 |
+
{"episode_index": 20, "tasks": ["put the ranch bottle into the pot"], "length": 124}
|
| 22 |
+
{"episode_index": 21, "tasks": ["put the ranch bottle into the pot"], "length": 96}
|
| 23 |
+
{"episode_index": 22, "tasks": ["pick up the blue cup and put it into the brown cup. "], "length": 116}
|
| 24 |
+
{"episode_index": 23, "tasks": ["take the tiger out of the red bowl and put it in the grey bowl"], "length": 93}
|
| 25 |
+
{"episode_index": 24, "tasks": ["put the ranch bottle into the pot"], "length": 111}
|
| 26 |
+
{"episode_index": 25, "tasks": ["take the tiger out of the red bowl and put it in the grey bowl"], "length": 91}
|
| 27 |
+
{"episode_index": 26, "tasks": ["put the ranch bottle into the pot"], "length": 109}
|
| 28 |
+
{"episode_index": 27, "tasks": ["put the ranch bottle into the pot"], "length": 110}
|
| 29 |
+
{"episode_index": 28, "tasks": ["pick up the blue cup and put it into the brown cup. "], "length": 110}
|
| 30 |
+
{"episode_index": 29, "tasks": ["pick up the blue cup and put it into the brown cup. "], "length": 118}
|
| 31 |
+
{"episode_index": 30, "tasks": ["sweep the green cloth to the left side of the table"], "length": 75}
|
| 32 |
+
{"episode_index": 31, "tasks": ["take the tiger out of the red bowl and put it in the grey bowl"], "length": 103}
|
| 33 |
+
{"episode_index": 32, "tasks": ["pick up the blue cup and put it into the brown cup. "], "length": 105}
|
| 34 |
+
{"episode_index": 33, "tasks": ["sweep the green cloth to the left side of the table"], "length": 88}
|
| 35 |
+
{"episode_index": 34, "tasks": ["pick up the blue cup and put it into the brown cup. "], "length": 114}
|
| 36 |
+
{"episode_index": 35, "tasks": ["pick up the blue cup and put it into the brown cup. "], "length": 108}
|
| 37 |
+
{"episode_index": 36, "tasks": ["sweep the green cloth to the left side of the table"], "length": 69}
|
| 38 |
+
{"episode_index": 37, "tasks": ["take the tiger out of the red bowl and put it in the grey bowl"], "length": 99}
|
| 39 |
+
{"episode_index": 38, "tasks": ["take the tiger out of the red bowl and put it in the grey bowl"], "length": 96}
|
| 40 |
+
{"episode_index": 39, "tasks": ["sweep the green cloth to the left side of the table"], "length": 79}
|
| 41 |
+
{"episode_index": 40, "tasks": ["sweep the green cloth to the left side of the table"], "length": 82}
|
| 42 |
+
{"episode_index": 41, "tasks": ["sweep the green cloth to the left side of the table"], "length": 78}
|
| 43 |
+
{"episode_index": 42, "tasks": ["pick up the blue cup and put it into the brown cup. "], "length": 102}
|
| 44 |
+
{"episode_index": 43, "tasks": ["pick up the blue cup and put it into the brown cup. "], "length": 114}
|
| 45 |
+
{"episode_index": 44, "tasks": ["put the ranch bottle into the pot"], "length": 98}
|
| 46 |
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{"episode_index": 45, "tasks": ["sweep the green cloth to the left side of the table"], "length": 74}
|
| 47 |
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{"episode_index": 46, "tasks": ["take the tiger out of the red bowl and put it in the grey bowl"], "length": 99}
|
| 48 |
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{"episode_index": 47, "tasks": ["pick up the blue cup and put it into the brown cup. "], "length": 126}
|
| 49 |
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{"episode_index": 48, "tasks": ["take the tiger out of the red bowl and put it in the grey bowl"], "length": 94}
|
| 50 |
+
{"episode_index": 49, "tasks": ["pick up the blue cup and put it into the brown cup. "], "length": 109}
|
| 51 |
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{"episode_index": 50, "tasks": ["sweep the green cloth to the left side of the table"], "length": 80}
|
| 52 |
+
{"episode_index": 51, "tasks": ["pick up the blue cup and put it into the brown cup. "], "length": 119}
|
| 53 |
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{"episode_index": 52, "tasks": ["take the tiger out of the red bowl and put it in the grey bowl"], "length": 94}
|
| 54 |
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{"episode_index": 53, "tasks": ["sweep the green cloth to the left side of the table"], "length": 72}
|
| 55 |
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{"episode_index": 54, "tasks": ["pick up the blue cup and put it into the brown cup. "], "length": 125}
|
| 56 |
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{"episode_index": 55, "tasks": ["pick up the blue cup and put it into the brown cup. "], "length": 129}
|
| 57 |
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{"episode_index": 56, "tasks": ["pick up the blue cup and put it into the brown cup. "], "length": 115}
|
| 58 |
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{"episode_index": 57, "tasks": ["pick up the blue cup and put it into the brown cup. "], "length": 108}
|
| 59 |
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{"episode_index": 58, "tasks": ["take the tiger out of the red bowl and put it in the grey bowl"], "length": 99}
|
| 60 |
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{"episode_index": 59, "tasks": ["take the tiger out of the red bowl and put it in the grey bowl"], "length": 88}
|
| 61 |
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{"episode_index": 60, "tasks": ["put the ranch bottle into the pot"], "length": 107}
|
| 62 |
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{"episode_index": 61, "tasks": ["put the ranch bottle into the pot"], "length": 92}
|
| 63 |
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{"episode_index": 62, "tasks": ["put the ranch bottle into the pot"], "length": 104}
|
| 64 |
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{"episode_index": 63, "tasks": ["put the ranch bottle into the pot"], "length": 103}
|
| 65 |
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{"episode_index": 64, "tasks": ["sweep the green cloth to the left side of the table"], "length": 86}
|
| 66 |
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{"episode_index": 65, "tasks": ["pick up the blue cup and put it into the brown cup. "], "length": 121}
|
| 67 |
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{"episode_index": 66, "tasks": ["sweep the green cloth to the left side of the table"], "length": 82}
|
| 68 |
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{"episode_index": 67, "tasks": ["take the tiger out of the red bowl and put it in the grey bowl"], "length": 89}
|
| 69 |
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{"episode_index": 68, "tasks": ["pick up the blue cup and put it into the brown cup. "], "length": 125}
|
| 70 |
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{"episode_index": 69, "tasks": ["take the tiger out of the red bowl and put it in the grey bowl"], "length": 89}
|
| 71 |
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{"episode_index": 70, "tasks": ["pick up the blue cup and put it into the brown cup. "], "length": 109}
|
| 72 |
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{"episode_index": 71, "tasks": ["sweep the green cloth to the left side of the table"], "length": 84}
|
| 73 |
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{"episode_index": 72, "tasks": ["take the tiger out of the red bowl and put it in the grey bowl"], "length": 96}
|
| 74 |
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{"episode_index": 73, "tasks": ["take the tiger out of the red bowl and put it in the grey bowl"], "length": 100}
|
| 75 |
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{"episode_index": 74, "tasks": ["sweep the green cloth to the left side of the table"], "length": 88}
|
| 76 |
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{"episode_index": 75, "tasks": ["take the tiger out of the red bowl and put it in the grey bowl"], "length": 96}
|
| 77 |
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{"episode_index": 76, "tasks": ["pick up the blue cup and put it into the brown cup. "], "length": 117}
|
| 78 |
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{"episode_index": 77, "tasks": ["put the ranch bottle into the pot"], "length": 89}
|
| 79 |
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{"episode_index": 78, "tasks": ["put the ranch bottle into the pot"], "length": 98}
|
| 80 |
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{"episode_index": 79, "tasks": ["sweep the green cloth to the left side of the table"], "length": 82}
|
| 81 |
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{"episode_index": 80, "tasks": ["sweep the green cloth to the left side of the table"], "length": 76}
|
| 82 |
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{"episode_index": 81, "tasks": ["take the tiger out of the red bowl and put it in the grey bowl"], "length": 102}
|
| 83 |
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{"episode_index": 82, "tasks": ["sweep the green cloth to the left side of the table"], "length": 86}
|
| 84 |
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{"episode_index": 83, "tasks": ["take the tiger out of the red bowl and put it in the grey bowl"], "length": 90}
|
| 85 |
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{"episode_index": 84, "tasks": ["pick up the blue cup and put it into the brown cup. "], "length": 128}
|
| 86 |
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{"episode_index": 85, "tasks": ["put the ranch bottle into the pot"], "length": 100}
|
| 87 |
+
{"episode_index": 86, "tasks": ["pick up the blue cup and put it into the brown cup. "], "length": 106}
|
| 88 |
+
{"episode_index": 87, "tasks": ["put the ranch bottle into the pot"], "length": 119}
|
| 89 |
+
{"episode_index": 88, "tasks": ["put the ranch bottle into the pot"], "length": 85}
|
| 90 |
+
{"episode_index": 89, "tasks": ["pick up the blue cup and put it into the brown cup. "], "length": 128}
|
| 91 |
+
{"episode_index": 90, "tasks": ["put the ranch bottle into the pot"], "length": 95}
|
| 92 |
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{"episode_index": 91, "tasks": ["put the ranch bottle into the pot"], "length": 107}
|
| 93 |
+
{"episode_index": 92, "tasks": ["put the ranch bottle into the pot"], "length": 97}
|
| 94 |
+
{"episode_index": 93, "tasks": ["sweep the green cloth to the left side of the table"], "length": 85}
|
| 95 |
+
{"episode_index": 94, "tasks": ["sweep the green cloth to the left side of the table"], "length": 74}
|
| 96 |
+
{"episode_index": 95, "tasks": ["take the tiger out of the red bowl and put it in the grey bowl"], "length": 83}
|
| 97 |
+
{"episode_index": 96, "tasks": ["put the ranch bottle into the pot"], "length": 104}
|
| 98 |
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{"episode_index": 97, "tasks": ["sweep the green cloth to the left side of the table"], "length": 78}
|
| 99 |
+
{"episode_index": 98, "tasks": ["put the ranch bottle into the pot"], "length": 91}
|
| 100 |
+
{"episode_index": 99, "tasks": ["pick up the blue cup and put it into the brown cup. "], "length": 109}
|
meta/episodes_stats.jsonl
ADDED
|
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|
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|
meta/info.json
ADDED
|
@@ -0,0 +1,479 @@
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|
| 1 |
+
{
|
| 2 |
+
"codebase_version": "v2.1",
|
| 3 |
+
"robot_type": "mixed",
|
| 4 |
+
"total_episodes": 100,
|
| 5 |
+
"total_frames": 9934,
|
| 6 |
+
"total_tasks": 4,
|
| 7 |
+
"total_videos": 900,
|
| 8 |
+
"total_chunks": 1,
|
| 9 |
+
"chunks_size": 1000,
|
| 10 |
+
"fps": 5.0,
|
| 11 |
+
"splits": {
|
| 12 |
+
"train": "0:100"
|
| 13 |
+
},
|
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| 468 |
+
],
|
| 469 |
+
"names": null
|
| 470 |
+
},
|
| 471 |
+
"task_index": {
|
| 472 |
+
"dtype": "int64",
|
| 473 |
+
"shape": [
|
| 474 |
+
1
|
| 475 |
+
],
|
| 476 |
+
"names": null
|
| 477 |
+
}
|
| 478 |
+
}
|
| 479 |
+
}
|
meta/tasks.jsonl
ADDED
|
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{"task_index": 0, "task": "sweep the green cloth to the left side of the table"}
|
| 2 |
+
{"task_index": 1, "task": "put the ranch bottle into the pot"}
|
| 3 |
+
{"task_index": 2, "task": "pick up the blue cup and put it into the brown cup. "}
|
| 4 |
+
{"task_index": 3, "task": "take the tiger out of the red bowl and put it in the grey bowl"}
|