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March 26, 2026Computer Graphics Forum0 citations

DexterCap: Affordable and Automated Capture of Complex Hand‐Object Interactions

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YLYutong LiangSXShuai XuYZYu Zhang

Key Points

  • The research aims to develop an affordable optical motion capture system for capturing fine-grained hand-object interactions.
  • Development of DexterCap as a low-cost optical capture system.
  • Use of dense, character-coded marker patches for tracking.
  • Creation of an automated reconstruction pipeline requiring minimal manual effort.
  • Introduction of DexterHand, a dataset for diverse in-hand manipulation behaviors.
  • Achieved robust tracking under severe self-occlusion conditions.
  • Presented the DexterHand dataset covering various manipulation behaviors and objects.
  • Reduced reliance on expensive camera setups and manual post-processing.

Abstract

Abstract Capturing fine‐grained hand‐object interactions is challenging due to severe self‐occlusion from closely spaced fingers and the subtlety of in‐hand manipulation motions. Existing optical motion capture systems rely on expensive camera setups and extensive manual post‐processing, while low‐cost vision‐based methods often suffer from reduced accuracy and reliability under occlusion. To address these challenges, we present DexterCap, a low‐cost optical capture system for dexterous in‐hand manipulation. DexterCap uses dense, character‐coded marker patches to achieve robust tracking under severe self‐occlusion, together with an automated reconstruction pipeline that requires minimal manual effort. With DexterCap, we introduce DexterHand, a dataset of fine‐grained hand‐object interactions covering diverse manipulation behaviors and objects, from simple primitives to complex articulated objects such as a Rubik's Cube. We release the dataset and code to support future research on dexterous hand‐object interaction. Project website: https://pku-mocca.github.io/Dextercap-Page/

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Cite This Study

Liang et al. (2026) studied this question.

synapsesocial.com/papers/69c4cdb6fdc3bde44891a78ahttps://doi.org/10.1111/cgf.70330
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