TY - GEN
T1 - Human hand motion retargeting for dexterous robotic hand
AU - Orbik, Jedrzej
AU - Li, Shile
AU - Lee, Dongheui
N1 - Publisher Copyright:
© 2021 IEEE.
PY - 2021/7/12
Y1 - 2021/7/12
N2 - One way to achieve dexterous manipulation autonomously with natural input is through learning by demonstration. Unfortunately, grasping an object with a complex dexterous hand is a complicated task. To facilitate the demo acquisition process, we propose a low-cost framework to map the human hand motion from a single RGB-D camera using inverse kinematics. This framework has been implemented in a CoppeliaSim simulation environment. We evaluate two multi-task handling methods and a low-pass filter using two obtained trajectories. Empirically, the proposed framework can successfully perform grasping task imitations. An exemplary video of the object manipulation is presented on the project website: https://sites.google.com/view/retargeting-for-dexterous-hand
AB - One way to achieve dexterous manipulation autonomously with natural input is through learning by demonstration. Unfortunately, grasping an object with a complex dexterous hand is a complicated task. To facilitate the demo acquisition process, we propose a low-cost framework to map the human hand motion from a single RGB-D camera using inverse kinematics. This framework has been implemented in a CoppeliaSim simulation environment. We evaluate two multi-task handling methods and a low-pass filter using two obtained trajectories. Empirically, the proposed framework can successfully perform grasping task imitations. An exemplary video of the object manipulation is presented on the project website: https://sites.google.com/view/retargeting-for-dexterous-hand
UR - http://www.scopus.com/inward/record.url?scp=85112442725&partnerID=8YFLogxK
U2 - 10.1109/UR52253.2021.9494665
DO - 10.1109/UR52253.2021.9494665
M3 - Conference contribution
AN - SCOPUS:85112442725
T3 - 2021 18th International Conference on Ubiquitous Robots, UR 2021
SP - 264
EP - 270
BT - 2021 18th International Conference on Ubiquitous Robots, UR 2021
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 18th International Conference on Ubiquitous Robots, UR 2021
Y2 - 12 July 2021 through 14 July 2021
ER -