Bunny-VisionPro: Real-Time Bimanual Dexterous Teleoperation for Imitation Learning
About
Teleoperation is a crucial tool for collecting human demonstrations, but controlling robots with bimanual dexterous hands remains a challenge. Existing teleoperation systems struggle to handle the complexity of coordinating two hands for intricate manipulations. We introduce Bunny-VisionPro, a real-time bimanual dexterous teleoperation system that leverages a VR headset. Unlike previous vision-based teleoperation systems, we design novel low-cost devices to provide haptic feedback to the operator, enhancing immersion. Our system prioritizes safety by incorporating collision and singularity avoidance while maintaining real-time performance through innovative designs. Bunny-VisionPro outperforms prior systems on a standard task suite, achieving higher success rates and reduced task completion times. Moreover, the high-quality teleoperation demonstrations improve downstream imitation learning performance, leading to better generalizability. Notably, Bunny-VisionPro enables imitation learning with challenging multi-stage, long-horizon dexterous manipulation tasks, which have rarely been addressed in previous work. Our system's ability to handle bimanual manipulations while prioritizing safety and real-time performance makes it a powerful tool for advancing dexterous manipulation and imitation learning.
Related benchmarks
| Task | Dataset | Result | Rank | |
|---|---|---|---|---|
| Grasp fruits | Expert teleoperation task evaluation | Success Rate100 | 8 | |
| Bowl Opening | Bowl Opening | Time (s)1.86e+4 | 5 | |
| Box Opening | Box Opening | Time (s)2.52e+4 | 5 | |
| Cup Handover | Cup Handover | Execution Time (s)9.81e+3 | 5 | |
| Pen Picking | Pen Picking | Latency (s)529 | 5 | |
| Rice Scooping | Rice Scooping | Latency (s)7.41e+3 | 5 | |
| Salt Scooping | Salt Scooping | Time (s)6.71e+3 | 5 | |
| Soybeans Scooping | Soybeans Scooping | Time (s)7.01e+3 | 5 | |
| Spoon Grasping | Spoon Grasping | Time (s)3.28e+4 | 5 | |
| Towel Folding | Towel Folding | Time (s)2.34e+4 | 5 |