Hand-Object Contact Detection Using Grasp Quality Metrics

We propose a novel hand-object contact detection system based on grasp quality metrics extracted from object and hand poses, and evaluated its performance using the DexYCB dataset. Our evaluation demonstrated the system's high accuracy (approaching 90%). Future work will focus on a real-time implementation using vision-based estimation, and integrating it to a robot-to-human handover system.

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Published
2025-03-04
DOI
https://doi.org/10.1109/hri61500.2025.10974231
Primary Topic
Hand Gesture Recognition Systems
Type
article
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article

Hand-Object Contact Detection Using Grasp Quality Metrics

Akansel Cosgun, Truong Trong Nguyen
Hand Gesture Recognition Systems
article

Hand-Object Contact Detection Using Grasp Quality Metrics

Akansel Cosgun, Truong Trong Nguyen
article en

Abstract

We propose a novel hand-object contact detection system based on grasp quality metrics extracted from object and hand poses, and evaluated its performance using the DexYCB dataset. Our evaluation demonstrated the system's high accuracy (approaching 90%). Future work will focus on a real-time implementation using vision-based estimation, and integrating it to a robot-to-human handover system.

Deakin University (AU)
Openalex Percentile: Top 91%
Hand Gesture Recognition Systems
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Hand-Object Contact Detection Using Grasp Quality Metrics — Akansel Cosgun, Truong Trong Nguyen · (2025) | TGRS Research Map | TGRS