Edge Detection Using Scaled Conjugate Gradient Algorithm in Back propagation Neural Network
This paper introduces a proposed method based on a backpropagation artificial neural network using Scaled Conjugate Gradient (SCG) training algorithm so as to gain the edges of any image. A new training image model is suggested to train this artificial neural network, then using this network to find...
| Main Authors: | , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Unviversity of Technology- Iraq
2014-02-01
|
| Series: | Engineering and Technology Journal |
| Subjects: | |
| Online Access: | https://etj.uotechnology.edu.iq/article_87028_94fd675c3697853f99d008261517123a.pdf |
| _version_ | 1797325713653628928 |
|---|---|
| author | Walaa M. Khalaf Mohammed Ali Tawfeeq Kadhum Al-Majdi |
| author_facet | Walaa M. Khalaf Mohammed Ali Tawfeeq Kadhum Al-Majdi |
| author_sort | Walaa M. Khalaf |
| collection | DOAJ |
| description | This paper introduces a proposed method based on a backpropagation artificial neural network using Scaled Conjugate Gradient (SCG) training algorithm so as to gain the edges of any image. A new training image model is suggested to train this artificial neural network, then using this network to find the edges of any image. Computer experiments are carried out for extracting edge information from real images; the results presented are compared with those from classical edge detection methods like Canny. Using this new method does not need to tune any parameter to find the edge of any image, as well as using this method the false edges is reduced. |
| first_indexed | 2024-03-08T06:13:22Z |
| format | Article |
| id | doaj.art-59fd2a2f08c14cec8a0ff5c4c3124f14 |
| institution | Directory Open Access Journal |
| issn | 1681-6900 2412-0758 |
| language | English |
| last_indexed | 2024-03-08T06:13:22Z |
| publishDate | 2014-02-01 |
| publisher | Unviversity of Technology- Iraq |
| record_format | Article |
| series | Engineering and Technology Journal |
| spelling | doaj.art-59fd2a2f08c14cec8a0ff5c4c3124f142024-02-04T17:30:06ZengUnviversity of Technology- IraqEngineering and Technology Journal1681-69002412-07582014-02-0132238539510.30684/etj.32.2A.887028Edge Detection Using Scaled Conjugate Gradient Algorithm in Back propagation Neural NetworkWalaa M. KhalafMohammed Ali TawfeeqKadhum Al-MajdiThis paper introduces a proposed method based on a backpropagation artificial neural network using Scaled Conjugate Gradient (SCG) training algorithm so as to gain the edges of any image. A new training image model is suggested to train this artificial neural network, then using this network to find the edges of any image. Computer experiments are carried out for extracting edge information from real images; the results presented are compared with those from classical edge detection methods like Canny. Using this new method does not need to tune any parameter to find the edge of any image, as well as using this method the false edges is reduced.https://etj.uotechnology.edu.iq/article_87028_94fd675c3697853f99d008261517123a.pdfedge detection scaled conjugate gradientneural network |
| spellingShingle | Walaa M. Khalaf Mohammed Ali Tawfeeq Kadhum Al-Majdi Edge Detection Using Scaled Conjugate Gradient Algorithm in Back propagation Neural Network Engineering and Technology Journal edge detection scaled conjugate gradient neural network |
| title | Edge Detection Using Scaled Conjugate Gradient Algorithm in Back propagation Neural Network |
| title_full | Edge Detection Using Scaled Conjugate Gradient Algorithm in Back propagation Neural Network |
| title_fullStr | Edge Detection Using Scaled Conjugate Gradient Algorithm in Back propagation Neural Network |
| title_full_unstemmed | Edge Detection Using Scaled Conjugate Gradient Algorithm in Back propagation Neural Network |
| title_short | Edge Detection Using Scaled Conjugate Gradient Algorithm in Back propagation Neural Network |
| title_sort | edge detection using scaled conjugate gradient algorithm in back propagation neural network |
| topic | edge detection scaled conjugate gradient neural network |
| url | https://etj.uotechnology.edu.iq/article_87028_94fd675c3697853f99d008261517123a.pdf |
| work_keys_str_mv | AT walaamkhalaf edgedetectionusingscaledconjugategradientalgorithminbackpropagationneuralnetwork AT mohammedalitawfeeq edgedetectionusingscaledconjugategradientalgorithminbackpropagationneuralnetwork AT kadhumalmajdi edgedetectionusingscaledconjugategradientalgorithminbackpropagationneuralnetwork |