A novel edge detection method based on efficient gaussian binomial filter
Most basic and recent image edge detection methods are based on exploiting spatial high-frequency to localize efficiency the boundaries and image discontinuities. These approaches are strictly sensitive to noise, and their performance decrease with the increasing noise level. This research suggests...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
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Universitas Ahmad Dahlan
2021-07-01
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| Series: | IJAIN (International Journal of Advances in Intelligent Informatics) |
| Subjects: | |
| Online Access: | http://ijain.org/index.php/IJAIN/article/view/651 |
| _version_ | 1818457620659306496 |
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| author | El Houssain Ait Mansour Francois Bretaudeau |
| author_facet | El Houssain Ait Mansour Francois Bretaudeau |
| author_sort | El Houssain Ait Mansour |
| collection | DOAJ |
| description | Most basic and recent image edge detection methods are based on exploiting spatial high-frequency to localize efficiency the boundaries and image discontinuities. These approaches are strictly sensitive to noise, and their performance decrease with the increasing noise level. This research suggests a novel and robust approach based on a binomial Gaussian filter for edge detection. We propose a scheme-based Gaussian filter that employs low-pass filters to reduce noise and gradient image differentiation to perform edge recovering. The results presented illustrate that the proposed approach outperforms the basic method for edge detection. The global scheme may be implemented efficiently with high speed using the proposed novel binomial Gaussian filter. |
| first_indexed | 2024-12-14T22:45:28Z |
| format | Article |
| id | doaj.art-f596c1e5c59542ad91f0105552a5c78e |
| institution | Directory Open Access Journal |
| issn | 2442-6571 2548-3161 |
| language | English |
| last_indexed | 2024-12-14T22:45:28Z |
| publishDate | 2021-07-01 |
| publisher | Universitas Ahmad Dahlan |
| record_format | Article |
| series | IJAIN (International Journal of Advances in Intelligent Informatics) |
| spelling | doaj.art-f596c1e5c59542ad91f0105552a5c78e2022-12-21T22:44:51ZengUniversitas Ahmad DahlanIJAIN (International Journal of Advances in Intelligent Informatics)2442-65712548-31612021-07-017221122410.26555/ijain.v7i2.651174A novel edge detection method based on efficient gaussian binomial filterEl Houssain Ait Mansour0Francois Bretaudeau1Department of Risks and Prevention, Office of Geophysics and MinesDepartment of Risks and Prevention, Office of Geophysics and MinesMost basic and recent image edge detection methods are based on exploiting spatial high-frequency to localize efficiency the boundaries and image discontinuities. These approaches are strictly sensitive to noise, and their performance decrease with the increasing noise level. This research suggests a novel and robust approach based on a binomial Gaussian filter for edge detection. We propose a scheme-based Gaussian filter that employs low-pass filters to reduce noise and gradient image differentiation to perform edge recovering. The results presented illustrate that the proposed approach outperforms the basic method for edge detection. The global scheme may be implemented efficiently with high speed using the proposed novel binomial Gaussian filter.http://ijain.org/index.php/IJAIN/article/view/651image edge detectiongaussian filterimage processinggaussian binomial filteralgorithm design and analysis |
| spellingShingle | El Houssain Ait Mansour Francois Bretaudeau A novel edge detection method based on efficient gaussian binomial filter IJAIN (International Journal of Advances in Intelligent Informatics) image edge detection gaussian filter image processing gaussian binomial filter algorithm design and analysis |
| title | A novel edge detection method based on efficient gaussian binomial filter |
| title_full | A novel edge detection method based on efficient gaussian binomial filter |
| title_fullStr | A novel edge detection method based on efficient gaussian binomial filter |
| title_full_unstemmed | A novel edge detection method based on efficient gaussian binomial filter |
| title_short | A novel edge detection method based on efficient gaussian binomial filter |
| title_sort | novel edge detection method based on efficient gaussian binomial filter |
| topic | image edge detection gaussian filter image processing gaussian binomial filter algorithm design and analysis |
| url | http://ijain.org/index.php/IJAIN/article/view/651 |
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