RoboDual
This repo contains the checkpoint for the generalist policy of our paper:
Towards Synergistic, Generalized and Efficient Dual-System for Robotic Manipulation
Performance
The pre-trained OpenVLA with action chunk size of 8 can achieve around 3.27 average length on CALVIN ABC-D test suite:
Method | 1 | 2 | 3 | 4 | 5 | Avg.Len. |
---|---|---|---|---|---|---|
RoboDual (Generalist-only) | 91.3 | 77.8 | 62.0 | 52.1 | 43.5 | 3.27 |
How to use
You can simply modify the vla_path
in FeintuneConfig of the specialist training script according to your local path.
Citation
If you find our code or models useful in your work, please cite our paper:
@article{bu2024robodual,
title={Towards Synergistic, Generalized, and Efficient Dual-System for Robotic Manipulation},
author={Qingwen Bu and Hongyang Li and Li Chen and Jisong Cai and Jia Zeng and Heming Cui and Maoqing Yao and Yu Qiao},
journal={arXiv preprint arXiv:2410.08001},
year={2024}
}
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