Vessel segmentation of retinal image based on pixel specificity and self-adaptive classification strategy
A new vessel segmentation method called specificity and self-adaptive vessel detection(SSVD)was proposed based on pixel specificity and self-adaptive classification strategy,in the beginning pixel specificity was defined,by setting a higher pixel specificity threshold,the main vessel skeleton was ex...
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| Format: | Article |
| Language: | zho |
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Editorial Department of Journal on Communications
2015-08-01
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| Series: | Tongxin xuebao |
| Subjects: | |
| Online Access: | http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2015229/ |
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| _version_ | 1841539642009059328 |
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| author | Ping JIANG Quan-sheng DOU |
| author_facet | Ping JIANG Quan-sheng DOU |
| author_sort | Ping JIANG |
| collection | DOAJ |
| description | A new vessel segmentation method called specificity and self-adaptive vessel detection(SSVD)was proposed based on pixel specificity and self-adaptive classification strategy,in the beginning pixel specificity was defined,by setting a higher pixel specificity threshold,the main vessel skeleton was extracted; then self-adaptive classification process was implemented,and each of the remaining undetermined pixels acted as an Agent,within a multi-scale threshold range,Agent revised its own status according to the status of its neighbor,so as to complete the classification of the pixels; finally the noise was removed by multi-window noise filtering method.By testing SSVD on DRIVE database,the experiment shows that it is more accurate and efficient than state-of-the-art methods. |
| format | Article |
| id | doaj-art-32e261bfce424eb0bde9adedb2061751 |
| institution | Kabale University |
| issn | 1000-436X |
| language | zho |
| publishDate | 2015-08-01 |
| publisher | Editorial Department of Journal on Communications |
| record_format | Article |
| series | Tongxin xuebao |
| spelling | doaj-art-32e261bfce424eb0bde9adedb20617512025-01-14T06:53:26ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2015-08-013616117059695067Vessel segmentation of retinal image based on pixel specificity and self-adaptive classification strategyPing JIANGQuan-sheng DOUA new vessel segmentation method called specificity and self-adaptive vessel detection(SSVD)was proposed based on pixel specificity and self-adaptive classification strategy,in the beginning pixel specificity was defined,by setting a higher pixel specificity threshold,the main vessel skeleton was extracted; then self-adaptive classification process was implemented,and each of the remaining undetermined pixels acted as an Agent,within a multi-scale threshold range,Agent revised its own status according to the status of its neighbor,so as to complete the classification of the pixels; finally the noise was removed by multi-window noise filtering method.By testing SSVD on DRIVE database,the experiment shows that it is more accurate and efficient than state-of-the-art methods.http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2015229/pixel specificityself-adaptive classification strategymulti-scale thresholdmulti-window noise filtering |
| spellingShingle | Ping JIANG Quan-sheng DOU Vessel segmentation of retinal image based on pixel specificity and self-adaptive classification strategy Tongxin xuebao pixel specificity self-adaptive classification strategy multi-scale threshold multi-window noise filtering |
| title | Vessel segmentation of retinal image based on pixel specificity and self-adaptive classification strategy |
| title_full | Vessel segmentation of retinal image based on pixel specificity and self-adaptive classification strategy |
| title_fullStr | Vessel segmentation of retinal image based on pixel specificity and self-adaptive classification strategy |
| title_full_unstemmed | Vessel segmentation of retinal image based on pixel specificity and self-adaptive classification strategy |
| title_short | Vessel segmentation of retinal image based on pixel specificity and self-adaptive classification strategy |
| title_sort | vessel segmentation of retinal image based on pixel specificity and self adaptive classification strategy |
| topic | pixel specificity self-adaptive classification strategy multi-scale threshold multi-window noise filtering |
| url | http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2015229/ |
| work_keys_str_mv | AT pingjiang vesselsegmentationofretinalimagebasedonpixelspecificityandselfadaptiveclassificationstrategy AT quanshengdou vesselsegmentationofretinalimagebasedonpixelspecificityandselfadaptiveclassificationstrategy |