Face recognition using eigenfaces and neural networks
In this study, we develop a computational model to identify the face of an unknown person’s by applying eigenfaces. The eigenfaces has been applied to extract the basic face of the human face images. The eigenfaces is then projecting onto human faces to identify unique features vectors. This signi...
| Main Authors: | , , , , , , , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Science Publications
2006
|
| Subjects: | |
| Online Access: | http://eprints.utm.my/8401/ http://eprints.utm.my/8401/1/8401.pdf |
| _version_ | 1848891679351767040 |
|---|---|
| author | Saad, Puteh Rizon, Mohamed Hashim, Muhammad Firdaus Yaacob, Sazali Mamat, Mohd. Rozailan Md. Shakaff, Ali Yeon Saad, Abdul Rahman Desa, Hazri Karthigayan, M. |
| author_facet | Saad, Puteh Rizon, Mohamed Hashim, Muhammad Firdaus Yaacob, Sazali Mamat, Mohd. Rozailan Md. Shakaff, Ali Yeon Saad, Abdul Rahman Desa, Hazri Karthigayan, M. |
| author_sort | Saad, Puteh |
| building | UTeM Institutional Repository |
| collection | Online Access |
| description | In this study, we develop a computational model to identify the face of an unknown person’s by applying eigenfaces. The eigenfaces has been applied to extract the basic face of the human face images. The eigenfaces is then projecting onto human faces to identify unique features vectors. This significant features vector can be used to identify an unknown face by using the backpropagation neural network that utilized euclidean distance for classification and recognition. The ORL database for this investigation consists of 40 people with various 400 face images had been used for the learning. The eigenfaces including implemented Jacobi’s method for eigenvalues and eigenvectors has been performed. The classification and recognition using backpropagation neural network showed impressive positive result to classify face images. |
| first_indexed | 2025-11-15T21:01:48Z |
| format | Article |
| id | utm-8401 |
| institution | Universiti Teknologi Malaysia |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T21:01:48Z |
| publishDate | 2006 |
| publisher | Science Publications |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | utm-84012010-10-13T02:09:02Z http://eprints.utm.my/8401/ Face recognition using eigenfaces and neural networks Saad, Puteh Rizon, Mohamed Hashim, Muhammad Firdaus Yaacob, Sazali Mamat, Mohd. Rozailan Md. Shakaff, Ali Yeon Saad, Abdul Rahman Desa, Hazri Karthigayan, M. QA75 Electronic computers. Computer science In this study, we develop a computational model to identify the face of an unknown person’s by applying eigenfaces. The eigenfaces has been applied to extract the basic face of the human face images. The eigenfaces is then projecting onto human faces to identify unique features vectors. This significant features vector can be used to identify an unknown face by using the backpropagation neural network that utilized euclidean distance for classification and recognition. The ORL database for this investigation consists of 40 people with various 400 face images had been used for the learning. The eigenfaces including implemented Jacobi’s method for eigenvalues and eigenvectors has been performed. The classification and recognition using backpropagation neural network showed impressive positive result to classify face images. Science Publications 2006 Article PeerReviewed application/pdf en http://eprints.utm.my/8401/1/8401.pdf Saad, Puteh and Rizon, Mohamed and Hashim, Muhammad Firdaus and Yaacob, Sazali and Mamat, Mohd. Rozailan and Md. Shakaff, Ali Yeon and Saad, Abdul Rahman and Desa, Hazri and Karthigayan, M. (2006) Face recognition using eigenfaces and neural networks. American Journal of Applied Sciences, 3 (6). pp. 1872-1875. ISSN 1546-9239 http://www.scipub.org/fulltext/ajas/ajas361872-1875.pdf |
| spellingShingle | QA75 Electronic computers. Computer science Saad, Puteh Rizon, Mohamed Hashim, Muhammad Firdaus Yaacob, Sazali Mamat, Mohd. Rozailan Md. Shakaff, Ali Yeon Saad, Abdul Rahman Desa, Hazri Karthigayan, M. Face recognition using eigenfaces and neural networks |
| title | Face recognition using eigenfaces and neural networks |
| title_full | Face recognition using eigenfaces and neural networks |
| title_fullStr | Face recognition using eigenfaces and neural networks |
| title_full_unstemmed | Face recognition using eigenfaces and neural networks |
| title_short | Face recognition using eigenfaces and neural networks |
| title_sort | face recognition using eigenfaces and neural networks |
| topic | QA75 Electronic computers. Computer science |
| url | http://eprints.utm.my/8401/ http://eprints.utm.my/8401/ http://eprints.utm.my/8401/1/8401.pdf |