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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| Format: | Thesis |
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2005
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| Online Access: | http://shdl.mmu.edu.my/858/ |
| _version_ | 1848789621550350336 |
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| author | See, John Su Yang |
| author_facet | See, John Su Yang |
| author_sort | See, John Su Yang |
| building | MMU Institutional Repository |
| collection | Online Access |
| 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. |
| first_indexed | 2025-11-14T17:59:38Z |
| format | Thesis |
| id | mmu-858 |
| institution | Multimedia University |
| institution_category | Local University |
| last_indexed | 2025-11-14T17:59:38Z |
| publishDate | 2005 |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | mmu-8582010-07-06T04:11:14Z http://shdl.mmu.edu.my/858/ Algorithms For An Integrated Vision-Based Home Security System 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 NonPeerReviewed See, John Su Yang (2005) Algorithms For An Integrated Vision-Based Home Security System. Masters thesis, Multimedia University. http://myto.perpun.net.my/metoalogin/logina.php |
| spellingShingle | TH Building construction See, John Su Yang Algorithms For An Integrated Vision-Based Home Security System |
| title | 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_short | Algorithms For An Integrated Vision-Based Home Security System |
| title_sort | algorithms for an integrated vision-based home security system |
| topic | TH Building construction |
| url | http://shdl.mmu.edu.my/858/ http://shdl.mmu.edu.my/858/ |