Learning from Demonstrations for Autonomous Soft-tissue Retraction *

2021 International Symposium on Medical Robotics (ISMR)(2021)

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摘要
The current research focus in Robot-Assisted Minimally Invasive Surgery (RAMIS) is directed towards increasing the level of robot autonomy, to place surgeons in a supervisory position. Although Learning from Demonstrations (LfD) approaches are among the preferred ways for an autonomous surgical system to learn expert gestures, they require a high number of demonstrations and show poor generalizati...
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关键词
Minimally invasive surgery,Automation,Biological tissues,Phantoms,Reinforcement learning,Generative adversarial networks,Trajectory
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