Automatic ear recognition under varying illumination / Ali Abd Almisreb

Recognition systems grow rapidly and there are many recognition systems that have been investigated such as iris systems, fingerprint systems, face detection systems and many others, bi this thesis, we created ear database under variant distances and illumination environment consisting of 200 images...

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Main Author: Abd Almisreb, Ali
Format: Thesis
Language:English
Published: 2012
Subjects:
Online Access:https://ir.uitm.edu.my/id/eprint/87235/1/87235.pdf
https://ir.uitm.edu.my/id/eprint/87235/
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Institution: Universiti Teknologi Mara
Language: English
id my.uitm.ir.87235
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spelling my.uitm.ir.872352024-02-24T17:50:31Z https://ir.uitm.edu.my/id/eprint/87235/ Automatic ear recognition under varying illumination / Ali Abd Almisreb Abd Almisreb, Ali Back propagation (Artificial intelligence) TA Engineering. Civil engineering Recognition systems grow rapidly and there are many recognition systems that have been investigated such as iris systems, fingerprint systems, face detection systems and many others, bi this thesis, we created ear database under variant distances and illumination environment consisting of 200 images from fifty persons. In addition, we identified a new ear segmentation approach which is able to extract the ear section despite of the distance and illumination of the captured ear image. The processes to segment the ear sections are Biased Normalized Cote, image adjustment, entropy, thresholding, skeletonizing, image filling, image opening and substitution. Then, we enhanced the ear recognition rate. For feature extraction, we used ID log- Gabor filter to generate an ear code and hamming distance is utilized as matching algorithm. Subjective evaluations showed that our proposed system managed to achieve 95% &r ear segmentation rate and 96.662% for ear recognition rate. 2012 Thesis NonPeerReviewed text en https://ir.uitm.edu.my/id/eprint/87235/1/87235.pdf Automatic ear recognition under varying illumination / Ali Abd Almisreb. (2012) Masters thesis, thesis, Universiti Teknologi MARA (UiTM).
institution Universiti Teknologi Mara
building Tun Abdul Razak Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Mara
content_source UiTM Institutional Repository
url_provider http://ir.uitm.edu.my/
language English
topic Back propagation (Artificial intelligence)
TA Engineering. Civil engineering
spellingShingle Back propagation (Artificial intelligence)
TA Engineering. Civil engineering
Abd Almisreb, Ali
Automatic ear recognition under varying illumination / Ali Abd Almisreb
description Recognition systems grow rapidly and there are many recognition systems that have been investigated such as iris systems, fingerprint systems, face detection systems and many others, bi this thesis, we created ear database under variant distances and illumination environment consisting of 200 images from fifty persons. In addition, we identified a new ear segmentation approach which is able to extract the ear section despite of the distance and illumination of the captured ear image. The processes to segment the ear sections are Biased Normalized Cote, image adjustment, entropy, thresholding, skeletonizing, image filling, image opening and substitution. Then, we enhanced the ear recognition rate. For feature extraction, we used ID log- Gabor filter to generate an ear code and hamming distance is utilized as matching algorithm. Subjective evaluations showed that our proposed system managed to achieve 95% &r ear segmentation rate and 96.662% for ear recognition rate.
format Thesis
author Abd Almisreb, Ali
author_facet Abd Almisreb, Ali
author_sort Abd Almisreb, Ali
title Automatic ear recognition under varying illumination / Ali Abd Almisreb
title_short Automatic ear recognition under varying illumination / Ali Abd Almisreb
title_full Automatic ear recognition under varying illumination / Ali Abd Almisreb
title_fullStr Automatic ear recognition under varying illumination / Ali Abd Almisreb
title_full_unstemmed Automatic ear recognition under varying illumination / Ali Abd Almisreb
title_sort automatic ear recognition under varying illumination / ali abd almisreb
publishDate 2012
url https://ir.uitm.edu.my/id/eprint/87235/1/87235.pdf
https://ir.uitm.edu.my/id/eprint/87235/
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