Algorithms For An Integrated Vision-Based Home Security System

This thesis delves into the algorithmic design of two security systems - face recognition system and human motion detection system. The novelty of this scheme is twofold. First, we have developed an eigenedge technique, which employs Principal Component Analysis (PCA) characterisation on the face ed...

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Bibliographic Details
Main Author:	See, John Su Yang
Format:	Thesis
Published:	2005
Subjects:	TH Building construction
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id	my-mmu-ep.858
record_format	uketd_dc
spelling	my-mmu-ep.8582010-07-06T04:11:14Z Algorithms For An Integrated Vision-Based Home Security System 2005-04 See, John Su Yang TH Building construction This thesis delves into the algorithmic design of two security systems - face recognition system and human motion detection system. The novelty of this scheme is twofold. First, we have developed an eigenedge technique, which employs Principal Component Analysis (PCA) characterisation on the face edge map derived from a novel fuzzy-based Gaussian-like edge detector. Secondly, a three-tier cascaded classification structure has been developed to enable reclassification using different features or classifiers to improve recognition rate, while maintaining efficiency and computational cost at an acceptable level. 2005-04 Thesis http://shdl.mmu.edu.my/858/ http://myto.perpun.net.my/metoalogin/logina.php masters Multimedia University Research Library
institution	Multimedia University
collection	MMU Institutional Repository
topic	TH Building construction
spellingShingle	TH Building construction See, John Su Yang Algorithms For An Integrated Vision-Based Home Security System
description	This thesis delves into the algorithmic design of two security systems - face recognition system and human motion detection system. The novelty of this scheme is twofold. First, we have developed an eigenedge technique, which employs Principal Component Analysis (PCA) characterisation on the face edge map derived from a novel fuzzy-based Gaussian-like edge detector. Secondly, a three-tier cascaded classification structure has been developed to enable reclassification using different features or classifiers to improve recognition rate, while maintaining efficiency and computational cost at an acceptable level.
format	Thesis
qualification_level	Master's degree
author	See, John Su Yang
author_facet	See, John Su Yang
author_sort	See, John Su Yang
title	Algorithms For An Integrated Vision-Based Home Security System
title_short	Algorithms For An Integrated Vision-Based Home Security System
title_full	Algorithms For An Integrated Vision-Based Home Security System
title_fullStr	Algorithms For An Integrated Vision-Based Home Security System
title_full_unstemmed	Algorithms For An Integrated Vision-Based Home Security System
title_sort	algorithms for an integrated vision-based home security system
granting_institution	Multimedia University
granting_department	Research Library
publishDate	2005
_version_	1747829233353228288

Algorithms For An Integrated Vision-Based Home Security System

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