A New Hybrid Filter Approach for Image Processing
Today, with the rapidly advancing technology, the importance of image processing techniques is increasing. Image processing is used in many areas from facial recognition to plant disease identification. One of the important image processing stages is the filtering stage used for smoothing images and...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
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Sakarya University
2020-12-01
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| Series: | Sakarya University Journal of Computer and Information Sciences |
| Subjects: | |
| Online Access: | https://dergipark.org.tr/tr/download/article-file/1258001 |
| _version_ | 1797351839667060736 |
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| author | Osamah Khaled Musleh Salman Bekir Aksoy |
| author_facet | Osamah Khaled Musleh Salman Bekir Aksoy |
| author_sort | Osamah Khaled Musleh Salman |
| collection | DOAJ |
| description | Today, with the rapidly advancing technology, the importance of image processing techniques is increasing. Image processing is used in many areas from facial recognition to plant disease identification. One of the important image processing stages is the filtering stage used for smoothing images and object detection. Among these filtering techniques, basic filtering techniques such as mean, median and Gaussian are used in image processing. However, these filtering techniques are known to be insufficient to achieve the desired results in some cases. In this study, a new hybrid filtering approach named Mean-Median-Gaussian (MMG) is presented using these three basic filtering techniques. It has been demonstrated that the obtained MMG hybrid algorithm gives more successful results than these three basic filtering techniques in smoothing the images and determining the boundary lines. |
| first_indexed | 2024-03-08T13:06:19Z |
| format | Article |
| id | doaj.art-911b1e8524ca45e68560cbaee9d1b13c |
| institution | Directory Open Access Journal |
| issn | 2636-8129 |
| language | English |
| last_indexed | 2024-03-08T13:06:19Z |
| publishDate | 2020-12-01 |
| publisher | Sakarya University |
| record_format | Article |
| series | Sakarya University Journal of Computer and Information Sciences |
| spelling | doaj.art-911b1e8524ca45e68560cbaee9d1b13c2024-01-18T16:44:36ZengSakarya UniversitySakarya University Journal of Computer and Information Sciences2636-81292020-12-013333434210.35377/saucis.03.03.78574928A New Hybrid Filter Approach for Image ProcessingOsamah Khaled Musleh Salman0Bekir Aksoy1ISPARTA UYGULAMALI BİLİMLER ÜNİVERSİTESİ, TEKNOLOJİ FAKÜLTESİ, MEKATRONİK MÜHENDİSLİĞİ BÖLÜMÜ, MEKATRONİK MÜHENDİSLİĞİ ANABİLİM DALIISPARTA UYGULAMALI BİLİMLER ÜNİVERSİTESİ, TEKNOLOJİ FAKÜLTESİ, MEKATRONİK MÜHENDİSLİĞİ BÖLÜMÜ, MEKATRONİK MÜHENDİSLİĞİ ANABİLİM DALIToday, with the rapidly advancing technology, the importance of image processing techniques is increasing. Image processing is used in many areas from facial recognition to plant disease identification. One of the important image processing stages is the filtering stage used for smoothing images and object detection. Among these filtering techniques, basic filtering techniques such as mean, median and Gaussian are used in image processing. However, these filtering techniques are known to be insufficient to achieve the desired results in some cases. In this study, a new hybrid filtering approach named Mean-Median-Gaussian (MMG) is presented using these three basic filtering techniques. It has been demonstrated that the obtained MMG hybrid algorithm gives more successful results than these three basic filtering techniques in smoothing the images and determining the boundary lines.https://dergipark.org.tr/tr/download/article-file/1258001image processingfilterssmoothing methodsdrawing contourmmg |
| spellingShingle | Osamah Khaled Musleh Salman Bekir Aksoy A New Hybrid Filter Approach for Image Processing Sakarya University Journal of Computer and Information Sciences image processing filters smoothing methods drawing contour mmg |
| title | A New Hybrid Filter Approach for Image Processing |
| title_full | A New Hybrid Filter Approach for Image Processing |
| title_fullStr | A New Hybrid Filter Approach for Image Processing |
| title_full_unstemmed | A New Hybrid Filter Approach for Image Processing |
| title_short | A New Hybrid Filter Approach for Image Processing |
| title_sort | new hybrid filter approach for image processing |
| topic | image processing filters smoothing methods drawing contour mmg |
| url | https://dergipark.org.tr/tr/download/article-file/1258001 |
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