Pengenalan Citra Wajah Dengan Menggunakan Transformasi Wavelet Diskrit dan Jaringan Saraf Tiruan Back-Propagation
This paper discusses the facial image recognition system using Discrete Wavelet Transform and back-propagation artificial neural network. Discrete Wavelet Transform processes the input image to obtain the essential features found on the face image. These features are then classified using an back-pr...
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| Format: | Article |
| Language: | English |
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Bina Nusantara University
2010-12-01
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| Series: | ComTech |
| Subjects: | |
| Online Access: | https://journal.binus.ac.id/index.php/comtech/article/view/2569 |
| _version_ | 1827885237664743424 |
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| author | Suhendry Effendy |
| author_facet | Suhendry Effendy |
| author_sort | Suhendry Effendy |
| collection | DOAJ |
| description | This paper discusses the facial image recognition system using Discrete Wavelet Transform and back-propagation artificial neural network. Discrete Wavelet Transform processes the input image to obtain the essential features found on the face image. These features are then classified using an back-propagation artificial neural network for the input image to be identified. Testing the system using facial images in AT & T Database of Faces of 400 images comprising 40 facial images of individuals and web-camera catches as many as 100 images of 10 individuals. The accuracy of level of recognition on AT & T Database of Faces reaches 93.5%, while the accuracy of level of recognition on a web-camera capture images up to 96%. Testing is also done on image of AT & T Database of Faces with given noise. Apparently the noise in the image does not give meaningful effect on the level of recognition accuracy. |
| first_indexed | 2024-03-12T19:41:57Z |
| format | Article |
| id | doaj.art-0df83cf01aad49748ecbe32b98f392c6 |
| institution | Directory Open Access Journal |
| issn | 2087-1244 2476-907X |
| language | English |
| last_indexed | 2024-03-12T19:41:57Z |
| publishDate | 2010-12-01 |
| publisher | Bina Nusantara University |
| record_format | Article |
| series | ComTech |
| spelling | doaj.art-0df83cf01aad49748ecbe32b98f392c62023-08-02T03:44:34ZengBina Nusantara UniversityComTech2087-12442476-907X2010-12-011269170010.21512/comtech.v1i2.25691969Pengenalan Citra Wajah Dengan Menggunakan Transformasi Wavelet Diskrit dan Jaringan Saraf Tiruan Back-PropagationSuhendry Effendy0Bina Nusantara UniversityThis paper discusses the facial image recognition system using Discrete Wavelet Transform and back-propagation artificial neural network. Discrete Wavelet Transform processes the input image to obtain the essential features found on the face image. These features are then classified using an back-propagation artificial neural network for the input image to be identified. Testing the system using facial images in AT & T Database of Faces of 400 images comprising 40 facial images of individuals and web-camera catches as many as 100 images of 10 individuals. The accuracy of level of recognition on AT & T Database of Faces reaches 93.5%, while the accuracy of level of recognition on a web-camera capture images up to 96%. Testing is also done on image of AT & T Database of Faces with given noise. Apparently the noise in the image does not give meaningful effect on the level of recognition accuracy.https://journal.binus.ac.id/index.php/comtech/article/view/2569face recognition, discrete wavelet transformation, artificial neural network, back-propagation |
| spellingShingle | Suhendry Effendy Pengenalan Citra Wajah Dengan Menggunakan Transformasi Wavelet Diskrit dan Jaringan Saraf Tiruan Back-Propagation ComTech face recognition, discrete wavelet transformation, artificial neural network, back-propagation |
| title | Pengenalan Citra Wajah Dengan Menggunakan Transformasi Wavelet Diskrit dan Jaringan Saraf Tiruan Back-Propagation |
| title_full | Pengenalan Citra Wajah Dengan Menggunakan Transformasi Wavelet Diskrit dan Jaringan Saraf Tiruan Back-Propagation |
| title_fullStr | Pengenalan Citra Wajah Dengan Menggunakan Transformasi Wavelet Diskrit dan Jaringan Saraf Tiruan Back-Propagation |
| title_full_unstemmed | Pengenalan Citra Wajah Dengan Menggunakan Transformasi Wavelet Diskrit dan Jaringan Saraf Tiruan Back-Propagation |
| title_short | Pengenalan Citra Wajah Dengan Menggunakan Transformasi Wavelet Diskrit dan Jaringan Saraf Tiruan Back-Propagation |
| title_sort | pengenalan citra wajah dengan menggunakan transformasi wavelet diskrit dan jaringan saraf tiruan back propagation |
| topic | face recognition, discrete wavelet transformation, artificial neural network, back-propagation |
| url | https://journal.binus.ac.id/index.php/comtech/article/view/2569 |
| work_keys_str_mv | AT suhendryeffendy pengenalancitrawajahdenganmenggunakantransformasiwaveletdiskritdanjaringansaraftiruanbackpropagation |