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README.md
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license: cc-by-4.0
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---
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---
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license: cc-by-4.0
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---
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# Dataset Card for DexCap-Data
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## Dataset Description
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- **Homepage:** https://dex-cap.github.io/
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- **Repository:** https://github.com/j96w/DexCap
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- **Paper:** https://arxiv.org/abs/2403.07788
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### Dataset Summary
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This is the official dataset collected by the DexCap system to train dexterous robot manipulation using human hand motion capture data, as presented in the [paper](https://arxiv.org/abs/2403.07788). It contains 30 minutes of mocap data for the wiping task and 60 minutes of in-the-wild mocap data for the packaging task.
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## Dataset Structure
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Both raw data (`.zip`) and postprocessed data (`.hdf5`) are provided. The raw data is structured as follows:
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```
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save_data_scenario_1
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βββ frame_0
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β βββ color_image.jpg # Chest camera RGB image
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β βββ depth_image.png # Chest camera depth image
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β βββ pose.txt # Chest camera 6-DoF pose in world frame
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β βββ pose_2.txt # Left hand 6-DoF pose in world frame
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β βββ pose_3.txt # Right hand 6_DoF pose in world frame
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β βββ left_hand_joint.txt # Left hand joint positions (3D) in the palm frame
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β βββ right_hand_joint.txt # Right hand joint positions (3D) in the palm frame
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βββ frame_1
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βββ ...
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```
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Details on how to postprocess the raw data into a training dataset (`.hdf5`) are introduced in the [GitHub repo](https://github.com/j96w/DexCap). The training scripts for policy learning with the HDF5 dataset are also included in the repo.
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## Dataset Creation
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All data are collected by the [DexCap system](https://dex-cap.github.io/).
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## Additional Information
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### Licensing Information
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This dataset is released under the [Creative Commons Attribution 4.0 International (CC BY 4.0)](https://creativecommons.org/licenses/by/4.0/legalcode) license.
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### Citation Information
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```bibtex
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@article{wang2024dexcap,
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title = {DexCap: Scalable and Portable Mocap Data Collection System for Dexterous Manipulation},
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author = {Wang, Chen and Shi, Haochen and Wang, Weizhuo and Zhang, Ruohan and Fei-Fei, Li and Liu, C. Karen},
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journal = {arXiv preprint arXiv:2403.07788},
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year = {2024}
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}
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```
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