Sim-to-Real Transfer for Visual Reinforcement Learning of Deformable Object Manipulation for Robot-Assisted Surgery

Author:

Scheikl Paul Maria1ORCID,Tagliabue Eleonora2ORCID,Gyenes Balazs1ORCID,Wagner Martin3ORCID,Dall'Alba Diego2ORCID,Fiorini Paolo2ORCID,Mathis-Ullrich Franziska1ORCID

Affiliation:

1. Institute for Anthropomatics and Robotics, Karlsruhe Institute of Technology, Karlsruhe, Germany

2. Department of Computer Science, University of Verona, Verona, Italy

3. Department for General, Visceral and Transplantation Surgery, Heidelberg University Hospital, Heidelberg, Germany

Funder

Karlsruhe House of Young Scientists

Helmholtz Association

European Research Council

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Artificial Intelligence,Control and Optimization,Computer Science Applications,Computer Vision and Pattern Recognition,Mechanical Engineering,Human-Computer Interaction,Biomedical Engineering,Control and Systems Engineering

Reference30 articles.

1. Curriculum learning for reinforcement learning domains: A framework and survey;narvekar;J Mach Learn Res,2022

2. Learning dexterous in-hand manipulation

3. Sim-to-real reinforcement learning for deformable object manipulation;matas;Proc Conf Robot Learn,0

4. RetinaGAN: An Object-aware Approach to Sim-to-Real Transfer

5. RL-CycleGAN: Reinforcement Learning Aware Simulation-to-Real

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3. Lens Capsule Tearing in Cataract Surgery using Reinforcement Learning;2024 IEEE International Conference on Robotics and Automation (ICRA);2024-05-13

4. SculptBot: Pre-Trained Models for 3D Deformable Object Manipulation;2024 IEEE International Conference on Robotics and Automation (ICRA);2024-05-13

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