One-Sample Face Recognition Using HMM Model of Fiducial Areas
Ojo, J.A. & Adeniran, S.A. International Journal of Image Processing (IJIP), Volume (5) : Issue (1)
שמור ב:
| Main Authors: | , , , |
|---|---|
| פורמט: | כתב-עת |
| שפה: | אנגלית |
| יצא לאור: |
International Journal of Image Processing (IJIP)
2023
|
| נושאים: | |
| גישה מקוונת: | https://ir.oauife.edu.ng/123456789/5358 |
| תגים: |
הוספת תג
אין תגיות, היה/י הראשונ/ה לתייג את הרשומה!
|
| _version_ | 1810764568024055808 |
|---|---|
| author | Adeniran, J.O. Ojo, John Adeniran, Solomon Adedapo |
| author_facet | Adeniran, J.O. Ojo, John Adeniran, Solomon Adedapo |
| author_sort | Adeniran, J.O. |
| collection | DSpace |
| description | Ojo, J.A. & Adeniran, S.A. International Journal of Image Processing (IJIP), Volume (5) : Issue (1) |
| format | Journal |
| id | oai:ir.oauife.edu.ng:123456789-5358 |
| institution | My University |
| language | English |
| publishDate | 2023 |
| publisher | International Journal of Image Processing (IJIP) |
| record_format | dspace |
| spelling | oai:ir.oauife.edu.ng:123456789-53582023-05-13T16:48:34Z One-Sample Face Recognition Using HMM Model of Fiducial Areas Adeniran, J.O. Ojo, John Adeniran, Solomon Adedapo Hidden Markov Model Recognition Rate (RR False Acceptance Rate Face Recognition Ojo, J.A. & Adeniran, S.A. International Journal of Image Processing (IJIP), Volume (5) : Issue (1) In most real world applications, multiple image samples of individuals are not easy to collate for recognition or verification. Therefore, there is a need to perform these tasks even if only one training sample per person is available. This paper describes an effective algorithm for recognition and verification with one sample image per class. It uses two dimensional discrete wavelet transform (2D DWT) to extract features from images; and hidden Markov model (HMM) was used for training, recognition and classification. It was tested with a subset of the AT&T database and up to 90% correct classification (Hit) and false acceptance rate (FAR) of 0.02% was achieved 2023-05-13T16:48:34Z 2023-05-13T16:48:34Z 2011-01 Journal https://ir.oauife.edu.ng/123456789/5358 en text/plain International Journal of Image Processing (IJIP) |
| spellingShingle | Hidden Markov Model Recognition Rate (RR False Acceptance Rate Face Recognition Adeniran, J.O. Ojo, John Adeniran, Solomon Adedapo One-Sample Face Recognition Using HMM Model of Fiducial Areas |
| title | One-Sample Face Recognition Using HMM Model of Fiducial Areas |
| title_full | One-Sample Face Recognition Using HMM Model of Fiducial Areas |
| title_fullStr | One-Sample Face Recognition Using HMM Model of Fiducial Areas |
| title_full_unstemmed | One-Sample Face Recognition Using HMM Model of Fiducial Areas |
| title_short | One-Sample Face Recognition Using HMM Model of Fiducial Areas |
| title_sort | one sample face recognition using hmm model of fiducial areas |
| topic | Hidden Markov Model Recognition Rate (RR False Acceptance Rate Face Recognition |
| url | https://ir.oauife.edu.ng/123456789/5358 |
| work_keys_str_mv | AT adeniranjo onesamplefacerecognitionusinghmmmodeloffiducialareas AT ojojohn onesamplefacerecognitionusinghmmmodeloffiducialareas AT adeniransolomon onesamplefacerecognitionusinghmmmodeloffiducialareas AT adedapo onesamplefacerecognitionusinghmmmodeloffiducialareas |