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Published at December 6FlowPolicy: Enabling Fast and Robust 3D Flow-based Policy via Consistency Flow Matching for Robot Manipulation
cs.RO
Released Date: December 6, 2024
Authors: Qinglun Zhang1, Zhen Liu, Haoqiang Fan, Guanghui Liu, Bing Zeng, Shuaicheng Liu
Aff.: 1University of Electronic Science and Technology of China

| Methods | NFE | Adroit | Metaworld | Average | |||||
|---|---|---|---|---|---|---|---|---|---|
| Hammer | Door | Pen | Easy(21) | Medium(4) | Hard(4) | Very Hard(5) | |||
| DP3 | 10 | 146.60.7 | 146.82.0 | 144.82.9 | 145.92.1 | 144.72.3 | 148.63.4 | 143.22.6 | 145.72.3 |
| Simple DP3 | 10 | 64.51.4 | 64.22.4 | 71.29.3 | 62.76.2 | 59.44.1 | 63.06.8 | 65.36.7 | 63.05.9 |
| FlowPolicy (Ours) | 1 | 20.40.5 | 19.30.9 | 20.60.2 | 19.90.1 | 19.80.3 | 20.10.2 | 20.00.1 | 19.90.2 |