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Shuying Deng

2 accepted papers

2025

DemoGen: Synthetic Demonstration Generation for Data-Efficient Visuomotor Policy Learning

RSS 2025poster

Visuomotor policies have shown great promise in robotic manipulation but often require substantial amounts of human-collected data for effective performance. A key reason underlying the data demands is their limited spatial generalization capability, which necessitates extensive data collection acro…

Cited by 8PDFScholar
2024

RiEMann: Near Real-Time SE(3)-Equivariant Robot Manipulation without Point Cloud Segmentation

CoRL 2024poster

We present RiEMann, an end-to-end near Real-time SE(3)-Equivariant Robot Manipulation imitation learning framework from scene point cloud input. Compared to previous methods that rely on descriptor field matching, RiEMann directly predicts the target actions for manipulation without any object segme…

Cited by 16SourceScholar