Image Segmentation Based on New Modification on Normalized-Cut Algorithm
In this research, Normalized Cut algorithm was studied to segments any type of digital images which was widely used recently. In this paper <span style="text-decoration: underline;">wavelet transformation</span>, and high-high frequency components which hold the edges of the im...
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| Format: | Article |
| Language: | English |
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Mosul University
2010-12-01
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| Series: | Al-Rafidain Journal of Computer Sciences and Mathematics |
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| Online Access: | https://csmj.mosuljournals.com/article_163907_5d5690e87bae9cf26b55729a78ee399e.pdf |
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| _version_ | 1850224039459553280 |
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| author | Khalil Alsaif |
| author_facet | Khalil Alsaif |
| author_sort | Khalil Alsaif |
| collection | DOAJ |
| description | In this research, Normalized Cut algorithm was studied to segments any type of digital images which was widely used recently. In this paper <span style="text-decoration: underline;">wavelet transformation</span>, and high-high frequency components which hold the edges of the image will be used to replace classical high frequency filters of the old techniques achieved by the normalized cut algorithm ( which used CANNY filter for edge detection).
When the new modification of the proposed algorithm applied on the different type of digital images (medical, aerial and natural images) after crossover the CANNY filter by the wavelet high-high coefficients, a very efficient segments were found much better than the segments got before, in addition to a deep information can be seen if the selected segment is projected on the original image to be recognized. |
| format | Article |
| id | doaj-art-543adc67ef7c4a10bbdca6757ee0457c |
| institution | OA Journals |
| issn | 1815-4816 2311-7990 |
| language | English |
| publishDate | 2010-12-01 |
| publisher | Mosul University |
| record_format | Article |
| series | Al-Rafidain Journal of Computer Sciences and Mathematics |
| spelling | doaj-art-543adc67ef7c4a10bbdca6757ee0457c2025-08-20T02:05:45ZengMosul UniversityAl-Rafidain Journal of Computer Sciences and Mathematics1815-48162311-79902010-12-0173334010.33899/csmj.2010.163907163907Image Segmentation Based on New Modification on Normalized-Cut AlgorithmKhalil Alsaif0College of Computer Sciences and Mathematics University of MosulIn this research, Normalized Cut algorithm was studied to segments any type of digital images which was widely used recently. In this paper <span style="text-decoration: underline;">wavelet transformation</span>, and high-high frequency components which hold the edges of the image will be used to replace classical high frequency filters of the old techniques achieved by the normalized cut algorithm ( which used CANNY filter for edge detection). When the new modification of the proposed algorithm applied on the different type of digital images (medical, aerial and natural images) after crossover the CANNY filter by the wavelet high-high coefficients, a very efficient segments were found much better than the segments got before, in addition to a deep information can be seen if the selected segment is projected on the original image to be recognized.https://csmj.mosuljournals.com/article_163907_5d5690e87bae9cf26b55729a78ee399e.pdfimage segmentationnormalized cut algorithmwavelet transformationcanny filter |
| spellingShingle | Khalil Alsaif Image Segmentation Based on New Modification on Normalized-Cut Algorithm Al-Rafidain Journal of Computer Sciences and Mathematics image segmentation normalized cut algorithm wavelet transformation canny filter |
| title | Image Segmentation Based on New Modification on Normalized-Cut Algorithm |
| title_full | Image Segmentation Based on New Modification on Normalized-Cut Algorithm |
| title_fullStr | Image Segmentation Based on New Modification on Normalized-Cut Algorithm |
| title_full_unstemmed | Image Segmentation Based on New Modification on Normalized-Cut Algorithm |
| title_short | Image Segmentation Based on New Modification on Normalized-Cut Algorithm |
| title_sort | image segmentation based on new modification on normalized cut algorithm |
| topic | image segmentation normalized cut algorithm wavelet transformation canny filter |
| url | https://csmj.mosuljournals.com/article_163907_5d5690e87bae9cf26b55729a78ee399e.pdf |
| work_keys_str_mv | AT khalilalsaif imagesegmentationbasedonnewmodificationonnormalizedcutalgorithm |