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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.

Runyu Ding, Yuzhe Qin, Jiyue Zhu, Chengzhe Jia, Shiqi Yang, Ruihan Yang, Xiaojuan Qi, Xiaolong Wang• 2024

Related benchmarks

TaskDatasetResultRank
Grasp fruitsExpert teleoperation task evaluation
Success Rate100
8
Bowl OpeningBowl Opening
Time (s)1.86e+4
5
Box OpeningBox Opening
Time (s)2.52e+4
5
Cup HandoverCup Handover
Execution Time (s)9.81e+3
5
Pen PickingPen Picking
Latency (s)529
5
Rice ScoopingRice Scooping
Latency (s)7.41e+3
5
Salt ScoopingSalt Scooping
Time (s)6.71e+3
5
Soybeans ScoopingSoybeans Scooping
Time (s)7.01e+3
5
Spoon GraspingSpoon Grasping
Time (s)3.28e+4
5
Towel FoldingTowel Folding
Time (s)2.34e+4
5
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