Online Training for Face Recognition System Using Improved PCA
The variation in illumination is one of the main challenging problem for face recognition. It has been proven that in face recognition, differences caused by illumination variations are more significant than differences between individuals. Recognizing face reliably across changes in pose and illumi...
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| Format: | Article |
| Language: | English |
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Bina Nusantara University
2011-12-01
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| Series: | ComTech |
| Subjects: | |
| Online Access: | https://journal.binus.ac.id/index.php/comtech/article/view/2952 |
| _version_ | 1797763041335443456 |
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| author | Widodo Budiharto |
| author_facet | Widodo Budiharto |
| author_sort | Widodo Budiharto |
| collection | DOAJ |
| description | The variation in illumination is one of the main challenging problem for face recognition. It has been proven that in face recognition, differences caused by illumination variations are more significant than differences between individuals. Recognizing face reliably across changes in pose and illumination using PCA has proved to be a much harder problem because eigenfaces method comparing the intensity of the pixel. To solve this problem, this research proposes an online face recognition system using improved PCA for a service robot in indoor environment based on stereo vision. Tested images are improved by generating random values for varying the intensity of face images. A program for online training is also developed where the tested images are captured real-time from camera. Varying illumination in tested images will increase the accuracy using ITS face database which its accuracy is 95.5 %, higher than ATT face database’s as 95.4% and Indian face database’s as 72%. The results from this experiment are still evaluated to be improved in the future. |
| first_indexed | 2024-03-12T19:35:55Z |
| format | Article |
| id | doaj.art-d9e80e650f8c4d53aaaf5e50e56970a4 |
| institution | Directory Open Access Journal |
| issn | 2087-1244 2476-907X |
| language | English |
| last_indexed | 2024-03-12T19:35:55Z |
| publishDate | 2011-12-01 |
| publisher | Bina Nusantara University |
| record_format | Article |
| series | ComTech |
| spelling | doaj.art-d9e80e650f8c4d53aaaf5e50e56970a42023-08-02T04:13:26ZengBina Nusantara UniversityComTech2087-12442476-907X2011-12-01221303131010.21512/comtech.v2i2.29522339Online Training for Face Recognition System Using Improved PCAWidodo Budiharto0Bina Nusantara UniversityThe variation in illumination is one of the main challenging problem for face recognition. It has been proven that in face recognition, differences caused by illumination variations are more significant than differences between individuals. Recognizing face reliably across changes in pose and illumination using PCA has proved to be a much harder problem because eigenfaces method comparing the intensity of the pixel. To solve this problem, this research proposes an online face recognition system using improved PCA for a service robot in indoor environment based on stereo vision. Tested images are improved by generating random values for varying the intensity of face images. A program for online training is also developed where the tested images are captured real-time from camera. Varying illumination in tested images will increase the accuracy using ITS face database which its accuracy is 95.5 %, higher than ATT face database’s as 95.4% and Indian face database’s as 72%. The results from this experiment are still evaluated to be improved in the future.https://journal.binus.ac.id/index.php/comtech/article/view/2952face recognition, illumination, improved PCA, service robot, ITS face database |
| spellingShingle | Widodo Budiharto Online Training for Face Recognition System Using Improved PCA ComTech face recognition, illumination, improved PCA, service robot, ITS face database |
| title | Online Training for Face Recognition System Using Improved PCA |
| title_full | Online Training for Face Recognition System Using Improved PCA |
| title_fullStr | Online Training for Face Recognition System Using Improved PCA |
| title_full_unstemmed | Online Training for Face Recognition System Using Improved PCA |
| title_short | Online Training for Face Recognition System Using Improved PCA |
| title_sort | online training for face recognition system using improved pca |
| topic | face recognition, illumination, improved PCA, service robot, ITS face database |
| url | https://journal.binus.ac.id/index.php/comtech/article/view/2952 |
| work_keys_str_mv | AT widodobudiharto onlinetrainingforfacerecognitionsystemusingimprovedpca |