Multi-view 3D Markerless Hand Motion Capture System with Keypoint Triangulation

This paper presents an approach for markerless hand motion capture using a multi-view setup. Our system leverages the flexibility of multiple color cameras mounted on tripods or a rigid frame to accommodate two different capture volumes. An efficient and accurate calibration process is facilitated by an active dual-LED wand. Machine learning technique is used to detect 2D keypoints from each camera image, which are then triangulated to reconstruct 3D joint positions. The system demonstrates the potential for advancing clinical research through its flexible setup and comprehensive capture of both hand and body motion.

Authors

Institutions

Publication Details

Published
2024-08-23
DOI
https://doi.org/10.1109/i-create62067.2024.10776171
Primary Topic
Hand Gesture Recognition Systems
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Multi-view 3D Markerless Hand Motion Capture System with Keypoint Triangulation

Wei Tech Ang, Prayook Jatesiktat, Guan Ming Lim
1 links
Hand Gesture Recognition Systems
article

Multi-view 3D Markerless Hand Motion Capture System with Keypoint Triangulation

Wei Tech Ang, Prayook Jatesiktat, Guan Ming Lim
article en

Abstract

This paper presents an approach for markerless hand motion capture using a multi-view setup. Our system leverages the flexibility of multiple color cameras mounted on tripods or a rigid frame to accommodate two different capture volumes. An efficient and accurate calibration process is facilitated by an active dual-LED wand. Machine learning technique is used to detect 2D keypoints from each camera image, which are then triangulated to reconstruct 3D joint positions. The system demonstrates the potential for advancing clinical research through its flexible setup and comprehensive capture of both hand and body motion.

Nanyang Technological University (SG)
Openalex Percentile: Top 77%
Hand Gesture Recognition Systems
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.