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Pupil Segmentation Using Orientation Fields, Radial Non-Maximal Suppression and Elliptic ApproximationLEE, S.   , LEE, D. , PARK, Y. |
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Author keywords
image edge detection, image segmentation, image texture analysis, iris recognition, pattern analysis
References keywords
iris(15), recognition(10), segmentation(7), sign(4), patt(4)
Blue keywords are present in both the references section and the paper title.
About this article
Date of Publication: 2019-05-31
Volume 19, Issue 2, Year 2019, On page(s): 69 - 74
ISSN: 1582-7445, e-ISSN: 1844-7600
Digital Object Identifier: 10.4316/AECE.2019.02009
Web of Science Accession Number: 000475806300009
SCOPUS ID: 85066319709
Abstract
This paper proposes a novel pupil segmentation method for robust iris recognition systems. The proposed method uses orientation fields to accurately detect an initial pupil center, and applies radial non-maximal suppression to remove non-pupil boundaries. Finally, we repeatedly fit the pupil boundary by radius-updating, center-shifting and region of interest (ROI) shrinking adjusting the radius and center of a circular model, and the estimated pupil boundary is approximated with a novel elliptic model. By the elliptic approximation, the pupil boundaries are more correctly segmented than those of circular models. The detection hit ratio is largely improved due to robust detection of the initial centers. The experimental results show that the proposed method can accurately detect pupils for various iris images. |
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[1] Efficient, accurate and fast pupil segmentation for pupillary boundary in iris recognition, Jamaludin, Shahrizan, Ayob, Ahmad Faisal Mohamad, Akhbar, Mohd Faizal Ali, Ali, Ahmad Ali Imran Mohd, Imran, Md Mahadi Hasan, Norzeli, Syamimi Mohd, Mohamed, Saiful Bahri, Advances in Engineering Software, ISSN 0965-9978, Issue , 2023.
Digital Object Identifier: 10.1016/j.advengsoft.2022.103352 [CrossRef]
[2] Filterable sample consensus based on angle variance for pupil segmentation, Zhong, Jitao, Wang, Dixin, Wu, Hongtong, Wang, Peng, Yang, Minqiang, Peng, Hong, Hu, Bin, Digital Signal Processing, ISSN 1051-2004, Issue , 2022.
Digital Object Identifier: 10.1016/j.dsp.2022.103695 [CrossRef]
[3] An Eye Tracking and Brain–Computer Interface-Based Human–Environment Interactive System for Amyotrophic Lateral Sclerosis Patients, Wang, Jiaqi, Xu, Shuoyan, Dai, Yanning, Gao, Shuo, IEEE Sensors Journal, ISSN 1530-437X, Issue 20, Volume 23, 2023.
Digital Object Identifier: 10.1109/JSEN.2022.3223878 [CrossRef]
[4] An iris segmentation using harmony search algorithm and fast circle fitting with blob detection, Malinowski, Kamil, Saeed, Khalid, Biocybernetics and Biomedical Engineering, ISSN 0208-5216, Issue 1, Volume 42, 2022.
Digital Object Identifier: 10.1016/j.bbe.2022.02.010 [CrossRef]
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Faculty of Electrical Engineering and Computer Science
Stefan cel Mare University of Suceava, Romania
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Faculty of Electrical Engineering and Computer Science
Stefan cel Mare University of Suceava, Romania
All rights reserved: Advances in Electrical and Computer Engineering is a registered trademark of the Stefan cel Mare University of Suceava. No part of this publication may be reproduced, stored in a retrieval system, photocopied, recorded or archived, without the written permission from the Editor. When authors submit their papers for publication, they agree that the copyright for their article be transferred to the Faculty of Electrical Engineering and Computer Science, Stefan cel Mare University of Suceava, Romania, if and only if the articles are accepted for publication. The copyright covers the exclusive rights to reproduce and distribute the article, including reprints and translations.
Permission for other use: The copyright owner's consent does not extend to copying for general distribution, for promotion, for creating new works, or for resale. Specific written permission must be obtained from the Editor for such copying. Direct linking to files hosted on this website is strictly prohibited.
Disclaimer: Whilst every effort is made by the publishers and editorial board to see that no inaccurate or misleading data, opinions or statements appear in this journal, they wish to make it clear that all information and opinions formulated in the articles, as well as linguistic accuracy, are the sole responsibility of the author.
