Enhanced SVD Based Face Recognition
One of the demanding tasks in face recognition is to handle illumination and expression variations. A lot of research is in progress to overcome such problems. This paper addresses the preprocessing method that is composed of grouping SVD perturbation and DWT. The proposed technique also performs we...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
| Published: |
Stefan cel Mare University of Suceava
2012-01-01
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| Series: | Journal of Applied Computer Science & Mathematics |
| Subjects: | |
| Online Access: | http://jacs.usv.ro/getpdf.php?paperid=12_8 |
| _version_ | 1828483702853730304 |
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| author | Muhammad SHARIF Saad ANIS Mudassar RAZA Sajjad MOHSIN |
| author_facet | Muhammad SHARIF Saad ANIS Mudassar RAZA Sajjad MOHSIN |
| author_sort | Muhammad SHARIF |
| collection | DOAJ |
| description | One of the demanding tasks in face recognition is to handle illumination and expression variations. A lot of research is in progress to overcome such problems. This paper addresses the preprocessing method that is composed of grouping SVD perturbation and DWT. The proposed technique also performs well under one picture per person scenarios. The resulting image of this method is fed in to the simple SVD algorithm for face recognition. This paper performs its accuracy test on ORL, Yale, PIE and AR databases and focuses on the illumination problems |
| first_indexed | 2024-12-11T08:41:11Z |
| format | Article |
| id | doaj.art-e305af7ee46e40bc856889c44654f493 |
| institution | Directory Open Access Journal |
| issn | 2066-4273 2066-3129 |
| language | English |
| last_indexed | 2024-12-11T08:41:11Z |
| publishDate | 2012-01-01 |
| publisher | Stefan cel Mare University of Suceava |
| record_format | Article |
| series | Journal of Applied Computer Science & Mathematics |
| spelling | doaj.art-e305af7ee46e40bc856889c44654f4932022-12-22T01:14:15ZengStefan cel Mare University of SuceavaJournal of Applied Computer Science & Mathematics2066-42732066-31292012-01-016124953Enhanced SVD Based Face RecognitionMuhammad SHARIFSaad ANISMudassar RAZASajjad MOHSINOne of the demanding tasks in face recognition is to handle illumination and expression variations. A lot of research is in progress to overcome such problems. This paper addresses the preprocessing method that is composed of grouping SVD perturbation and DWT. The proposed technique also performs well under one picture per person scenarios. The resulting image of this method is fed in to the simple SVD algorithm for face recognition. This paper performs its accuracy test on ORL, Yale, PIE and AR databases and focuses on the illumination problemshttp://jacs.usv.ro/getpdf.php?paperid=12_8Eigen FaceSingular Value DecompositionSVDDiscrete Wavelet TransformsDWTSVD Perturbation |
| spellingShingle | Muhammad SHARIF Saad ANIS Mudassar RAZA Sajjad MOHSIN Enhanced SVD Based Face Recognition Journal of Applied Computer Science & Mathematics Eigen Face Singular Value Decomposition SVD Discrete Wavelet Transforms DWT SVD Perturbation |
| title | Enhanced SVD Based Face Recognition |
| title_full | Enhanced SVD Based Face Recognition |
| title_fullStr | Enhanced SVD Based Face Recognition |
| title_full_unstemmed | Enhanced SVD Based Face Recognition |
| title_short | Enhanced SVD Based Face Recognition |
| title_sort | enhanced svd based face recognition |
| topic | Eigen Face Singular Value Decomposition SVD Discrete Wavelet Transforms DWT SVD Perturbation |
| url | http://jacs.usv.ro/getpdf.php?paperid=12_8 |
| work_keys_str_mv | AT muhammadsharif enhancedsvdbasedfacerecognition AT saadanis enhancedsvdbasedfacerecognition AT mudassarraza enhancedsvdbasedfacerecognition AT sajjadmohsin enhancedsvdbasedfacerecognition |