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README.md
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# OmniRetarget Dataset: Humanoid Loco-Manipulation & Scene Interaction
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This dataset contains motion trajectories of a G1 humanoid robot interacting with objects and complex terrains. It was generated by **OMNIRETARGET**, an interaction-preserving data generation engine that produces high-quality, kinematically feasible trajectories free of common artifacts like foot-skating and penetration.
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<div align="center">
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<video autoplay loop muted controls width="70%">
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## Quick Usage
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```bash
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# Clone the repository
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git lfs install
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git clone https://huggingface.co/datasets/omniretarget/OmniRetarget_Dataset
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# Load data
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pip install numpy
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import glob, numpy as np
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paths = glob.glob("robot-object/*.npz")
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with np.load(paths[0]) as data:
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```
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## Citation
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```bibtex
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@inproceedings{Yang2026OmniRetarget,
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title={OmniRetarget: Interaction-Preserving Data Generation for Humanoid Whole-Body Loco-Manipulation and Scene Interaction},
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author={Yang, Lujie and Huang, Xiaoyu and Wu, Zhen and Kanazawa, Angjoo and Abbeel, Pieter and Sferrazza, Carmelo and Liu, C. Karen and Duan, Rocky and Shi, Guanya},
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booktitle={arXiv},
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year={
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}
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```
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# OmniRetarget Dataset: Humanoid Loco-Manipulation & Scene Interaction
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This dataset contains motion trajectories of a G1 humanoid robot interacting with objects and complex terrains. It was generated by **[OMNIRETARGET](https://omniretarget.github.io/)**, an interaction-preserving data generation engine that produces high-quality, kinematically feasible trajectories free of common artifacts like foot-skating and penetration.
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<div align="center">
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<video autoplay loop muted controls width="70%">
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## Quick Usage
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```bash
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# Clone the repository, install dependencies
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git lfs install
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git clone https://huggingface.co/datasets/omniretarget/OmniRetarget_Dataset
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pip install numpy
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```
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``` bash
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# Load data
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import glob, numpy as np
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paths = glob.glob("robot-object/*.npz")
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with np.load(paths[0]) as data:
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```
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## Citation
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https://omniretarget.github.io/
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```bibtex
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@inproceedings{Yang2026OmniRetarget,
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title={OmniRetarget: Interaction-Preserving Data Generation for Humanoid Whole-Body Loco-Manipulation and Scene Interaction},
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author={Yang, Lujie and Huang, Xiaoyu and Wu, Zhen and Kanazawa, Angjoo and Abbeel, Pieter and Sferrazza, Carmelo and Liu, C. Karen and Duan, Rocky and Shi, Guanya},
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booktitle={arXiv},
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year={2025}
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}
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```
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setup.py
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from setuptools import setup, find_packages
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setup(
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name="OmniRetarget",
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version="0.1.0",
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packages=find_packages(),
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python_requires=">=3.10",
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install_requires=[
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"numpy",
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"scipy",
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"matplotlib",
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"drake",
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],
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)
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