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README.md
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license: mit
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---
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license: mit
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language:
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- en
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---
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<h1 align="center">Official Dataset for DexWild</h1>
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<div align="center">
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[Tony Tao](https://tony-tao.com/)<sup>\*</sup>, [Mohan Kumar Srirama](https://www.mohansrirama.com/)<sup>\*</sup>, [Jason Jingzhou Liu](https://jasonjzliu.com/), [Kenneth Shaw](https://kennyshaw.net/), [Deepak Pathak](https://www.cs.cmu.edu/~dpathak/)
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Robotics: Science and Systems (RSS) 2025
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<p align="center">
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<img src="website_assets/imgs/teaser.gif" width="25%">
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</p>
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[[Project page]](https://dexwild.github.io/) [[Video]](https://youtu.be/oMaamSkcl5E) [[ArXiv]](https://arxiv.org/abs/2505.07813)
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[[Main Code Repo]](https://github.com/dexwild/dexwild) [[Policy Training]](https://github.com/dexwild/dexwild-training)
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[[Hardware Guide]](https://resisted-salad-9e6.notion.site/DexWild-Hardware-Setup-Guide-20eee3f68d27801b8eb8dfde3a5bb7c4?source=copy_link) [[Data Collection Guide]](https://resisted-salad-9e6.notion.site/DexWild-Data-Collection-Guide-20fee3f68d27803b9a88ef9847e292d4?source=copy_link)
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[]()
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</div>
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---
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# Data Structure
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Data is saved in HDF5 Format in the following general structure. Note that single arm tasks are missing a few of these folders.
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```bash
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data
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├── ep_0000
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│ ├── intergripper
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│ │ └── intergripper.pkl
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│ ├── left_leapv2
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│ │ └── left_leapv2.pkl
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│ ├── left_manus
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│ │ └── left_manus_full.pkl, left_manus.pkl
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│ ├── left_pinky_cam
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│ │ └── timestamp1.jpg, timestamp2.jpg, ...
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│ ├── left_thumb_cam
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│ │ └── timestamp1.jpg, timestamp2.jpg, ...
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│ ├── left_tracker
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│ │ └── left_tracker_cam_frame_abs.pkl, ...
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│ ├── right_leapv2
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│ │ └── right_leapv2.pkl
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│ ├── right_manus
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│ │ └── right_manus_full.pkl, right_manus.pkl
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│ ├── right_pinky_cam
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│ │ └── timestamp1.jpg, timestamp2.jpg, ...
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│ ├── right_thumb_cam
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│ │ └── timestamp1.jpg, timestamp2.jpg, ...
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│ ├── right_tracker
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│ │ └── right_tracker_cam_frame_abs.pkl, ...
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│ ├── timesteps
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│ │ └── timesteps.txt
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│ ├── zed
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│ │ └── zed_ts.pkl
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│ └── zed_obs
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│ └── timestamp1.jpg, timestamp2.jpg, ...
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├── ep_0001
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├── ep_0002
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├── ...
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```
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# Data Recombination
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Since HuggingFace has a limit on single file size, you must recombine the data to obtain the full dataset for certain HDF5 files.
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After downloading the split files, follow this guide.
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**Merging Instructions:**
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1. **Navigate to the Download Directory:**
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```bash
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cd path_to_downloaded_files
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```
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2. **Merge Files Using `cat`:**
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Use the `cat` command to concatenate the split parts. Replace `filename.tar.gz.part-001`, `filename.tar.gz.part-002`, etc., with your actual file names.
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```bash
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cat filename.tar.gz.part-* > filename.tar.gz
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```
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**Example:**
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```bash
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cat DexWild_Data.tar.gz.part-* > DexWild_Data.tar.gz
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```
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3. **Verify the Merged File:**
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Ensure that the merged file size matches the original file size before splitting. You can use the `ls -lh` command to check file sizes.
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```bash
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ls -lh DexWild_Data.tar.gz
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```
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4. **Extract the Dataset:**
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Once merged, extract the dataset using the `tar` command:
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```bash
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tar -xzvf DexWild_Data.tar.gz
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```
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# Citation
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If you find this project useful, please cite our work:
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```
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@article{tao2025dexwild,
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title={DexWild: Dexterous Human Interactions for In-the-Wild Robot Policies},
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author={Tao, Tony and Srirama, Mohan Kumar and Liu, Jason Jingzhou and Shaw, Kenneth and Pathak, Deepak},
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journal={Robotics: Science and Systems (RSS)},
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year={2025}}
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```
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