ResearchResearch paperRobotics & Embodied AI1 source · Oct 7, 2026

TacHair: Tactile Contact-Distribution Guided Online Correction for Robotic Hair Stroking and Perception

We propose TacHair, a tactile contact-distribution guided online correction framework that represents high-resolution tactile observations as a spatial hair-contact distribution.

Key points

  • Hair stroking is common in daily grooming and personal care, and is also widely used in hair-product evaluation, motivating robots with similar physical interaction capabilities.
  • Existing robotic hair-care and surface-following methods mainly rely on trajectory planning, compliance, force regulation, or tactile-conditioned policies, but deformable hair can remain in contact while gradually drifting across the end-effector, making local interaction difficult to regulate.
  • A visuotactile imitation policy generates the nominal stroking motion, while a separately trained residual module corrects local contact deviations, separating task progression from contact recovery.
  • We evaluate TacHair in 525 real-robot trials across five head geometries and three hair conditions.

Sources (1)

  • [1]TacHair: Tactile Contact-Distribution Guided Online Correction for Robotic Hair Stroking and Perception
    arXiv (AI, ML, NLP, CV, robotics, multi-agent) · Oct 7, 02:20 PM
    We propose TacHair, a tactile contact-distribution guided online correction framework that represents high-resolution tactile observations as a spatial hair-contact distribution.
    Hair stroking is common in daily grooming and personal care, and is also widely used in hair-product evaluation, motivating robots with similar physical interaction capabilities.

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