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Robust planar object tracking using SIFT and GHT with spatial locality

Authors :
Suwon Lee
Sang‐Min Choi
Source :
Electronics Letters, Vol 60, Iss 21, Pp n/a-n/a (2024)
Publication Year :
2024
Publisher :
Wiley, 2024.

Abstract

Abstract Planar object tracking (POT) is crucial in vision‐based robotic applications. Despite significant advancements, tracking planar objects under real‐world conditions remains a challenge owing to various factors. The method proposed by the authors leverages SIFT features and generalized Hough transform, which is enhanced by spatial locality, to mitigate background clutter and false matching. The experimental results demonstrate that this method significantly outperforms existing approaches, achieving higher precision across various alignment error thresholds.

Details

Language :
English
ISSN :
1350911X and 00135194
Volume :
60
Issue :
21
Database :
Directory of Open Access Journals
Journal :
Electronics Letters
Publication Type :
Academic Journal
Accession number :
edsdoj.fdef3ee69f4e438ba47bb10d93bb6698
Document Type :
article
Full Text :
https://doi.org/10.1049/ell2.70035