How Should We Teach Robots? A Comparison of Kinesthetic, Joystick, and Gesture-Based Teaching

Fuente: arXiv
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Autores principales: Vanc, Petr, Behrens, Jan Kristof, Hlaváč, Václav, Stepanova, Karla
Formato: Preprint
Publicado: 2026
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author Vanc, Petr
Behrens, Jan Kristof
Hlaváč, Václav
Stepanova, Karla
author_facet Vanc, Petr
Behrens, Jan Kristof
Hlaváč, Václav
Stepanova, Karla
contents Instructing robots from demonstrations can be done through different teaching modalities, each with different usability and performance trade-offs. This paper compares kinesthetic guidance, joystick teleoperation, and hand gestures in a user study with eight participants. We evaluate replay success, modified NASA-TLX workload, and common teaching errors across three manipulation tasks. Kinesthetic guidance produced the shortest demonstrations, lowest workload, and highest success on the more orientation-sensitive and contact-rich tasks. Joystick teleoperation performed best on simple peg picking. Hand-gesture teaching, although less reliable overall, performed better than expected and in some cases achieved results comparable to kinesthetic guidance.
format Preprint
id arxiv_https___arxiv_org_abs_2605_28033
institution arXiv
publishDate 2026
record_format arxiv
spellingShingle How Should We Teach Robots? A Comparison of Kinesthetic, Joystick, and Gesture-Based Teaching
Vanc, Petr
Behrens, Jan Kristof
Hlaváč, Václav
Stepanova, Karla
Robotics
Instructing robots from demonstrations can be done through different teaching modalities, each with different usability and performance trade-offs. This paper compares kinesthetic guidance, joystick teleoperation, and hand gestures in a user study with eight participants. We evaluate replay success, modified NASA-TLX workload, and common teaching errors across three manipulation tasks. Kinesthetic guidance produced the shortest demonstrations, lowest workload, and highest success on the more orientation-sensitive and contact-rich tasks. Joystick teleoperation performed best on simple peg picking. Hand-gesture teaching, although less reliable overall, performed better than expected and in some cases achieved results comparable to kinesthetic guidance.
title How Should We Teach Robots? A Comparison of Kinesthetic, Joystick, and Gesture-Based Teaching
topic Robotics
url https://arxiv.org/abs/2605.28033