mlsanityData to 14 Oct 2026

OSMO: Open-Source Tactile Glove for Human-to-Robot Skill Transfer

arXiv 2512.08920 ↗First posted 9 Dec 2025cs.RO cs.LGcited by 10

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Abstract (arXiv)

Human video demonstrations provide abundant training data for learning robot policies, but video alone cannot capture the rich contact signals critical for mastering manipulation. We introduce OSMO, an open-source wearable tactile glove designed for human-to-robot skill transfer. The glove features 12 three-axis tactile sensors across the fingertips and palm and is designed to be compatible with state-of-the-art hand-tracking methods for in-the-wild data collection. We demonstrate that a robot policy trained exclusively on human demonstrations collected with OSMO, without any real robot data, is capable of executing a challenging contact-rich manipulation task. By equipping both the human and the robot with the same glove, OSMO minimizes the visual and tactile embodiment gap, enabling the transfer of continuous shear and normal force feedback while avoiding the need for image inpainting or other vision-based force inference. On a real-world wiping task requiring sustained contact pressure, our tactile-aware policy achieves a 72% success rate, outperforming vision-only baselines by eliminating contact-related failure modes. We release complete hardware designs, firmware, and assembly instructions to support community adoption.

Key facts. Cited by 10 papers in the map (data through 14 Oct 2026). Builds on 55 of its 68 references that are in the map. First posted on arXiv 9 Dec 2025.

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55 of 68 references.

References · 55

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38 more
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Cited by year (2026 to 14 Oct)

Citing papers per year: 2026: 10.

10 papers.