Training of templates for object recognition in invertible orientation scores : application to optic nerve head detection in retinal images

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

4 Citaten (Scopus)

Samenvatting

A new template matching scheme for the detection of objects on the basis of orientations is proposed. The matching scheme is based on correlations in the domain R2¿S1 of complex valued invertible orientation scores. In invertible orientation scores, a comprehensive overview of how an image is decomposed into local orientations is obtained. The presented approach allows for the efficient detection of orientation patterns in an intuitive and direct way. Furthermore, an energy minimization approach is proposed for the construction of suitable templates. The method is applied to optic nerve head detection in retinal images and extensive testing is done using images from both public and private databases. The method correctly identifies the optic nerve head in 99.7% of 1737 images.
Originele taal-2Engels
TitelEnergy Minimization Methods in Computer Vision and Pattern Recognition (10th International Conference, EMMCVPR 2015, Hong Kong, China, January 13-16, 2015. Proceedings)
RedacteurenX.C. Tai, E. Bae, T.F. Chan, M. Lysaker
Plaats van productieBerlin
UitgeverijSpringer
Pagina's464-477
ISBN van geprinte versie978-3-319-14611-9
DOI's
StatusGepubliceerd - 2015
Evenement10th International Conference on Energy Minimization Methods in Computer Vision and Pattern Recognition (EMMCVPR 2015) - Hong Kong, China
Duur: 13 jan 201516 jan 2015
Congresnummer: 10

Publicatie series

NaamLecture Notes in Computer Science
Volume8932
ISSN van geprinte versie0302-9743

Congres

Congres10th International Conference on Energy Minimization Methods in Computer Vision and Pattern Recognition (EMMCVPR 2015)
Verkorte titelEMMCVPR 2015
LandChina
StadHong Kong
Periode13/01/1516/01/15
Ander10th International Conference on Energy Minimization Methods in Computer Vision and Pattern Recognition

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  • Citeer dit

    Bekkers, E. J., Duits, R., & Loog, M. (2015). Training of templates for object recognition in invertible orientation scores : application to optic nerve head detection in retinal images. In X. C. Tai, E. Bae, T. F. Chan, & M. Lysaker (editors), Energy Minimization Methods in Computer Vision and Pattern Recognition (10th International Conference, EMMCVPR 2015, Hong Kong, China, January 13-16, 2015. Proceedings) (blz. 464-477). (Lecture Notes in Computer Science; Vol. 8932). Springer. https://doi.org/10.1007/978-3-319-14612-6_34