Retinal Image Graph-Cut Segmentation Algorithm Using Multiscale Hessian-Enhancement-Based Nonlocal Mean Filter
文献类型：期刊论文
| 作者 | Zheng, Jian1; Lu, Pei-Rong2; Xiang, Dehui3; Dai, Ya-Kang1; Liu, Zhao-Bang1; Kuai, Duo-Jie1; Xue, Hui1; Yang, Yue-Tao1 |
| 刊名 | COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE
 |
| 出版日期 | 2013 |
| 页码 | - |
| 英文摘要 | We propose a new method to enhance and extract the retinal vessels. First, we employ a multiscale Hessian-based filter to compute the maximum response of vessel likeness function for each pixel. By this step, blood vessels of different widths are significantly enhanced. Then, we adopt a nonlocal mean filter to suppress the noise of enhanced image and maintain the vessel information at the same time. After that, a radial gradient symmetry transformation is adopted to suppress the nonvessel structures. Finally, an accurate graph-cut segmentation step is performed using the result of previous symmetry transformation as an initial. We test the proposed approach on the publicly available databases: DRIVE. The experimental results show that our method is quite effective. |
| WOS标题词 | Science & Technology ; Life Sciences & Biomedicine |
| 类目[WOS] | Mathematical & Computational Biology |
| 研究领域[WOS] | Mathematical & Computational Biology |
| 关键词[WOS] | VESSEL SEGMENTATION ; ENERGY MINIMIZATION ; ABNORMALITIES |
| 收录类别 | SCI |
| 语种 | 英语 |
| WOS记录号 | WOS:000317776500001 |
| 源URL | [http://ir.ia.ac.cn/handle/173211/4045]  |
| 专题 | 自动化研究所_中国科学院分子影像重点实验室 |
| 作者单位 | 1.Chinese Acad Sci, Suzhou Inst Biomed Engn & Technol, Suzhou 215163, Peoples R China 2.Soochow Univ, Dept Ophthalmol, Affiliated Hosp 1, Suzhou 215006, Peoples R China 3.Chinese Acad Sci, Inst Automat, Beijing 100190, Peoples R China |
| 推荐引用方式 GB/T 7714 | Zheng, Jian,Lu, Pei-Rong,Xiang, Dehui,et al. Retinal Image Graph-Cut Segmentation Algorithm Using Multiscale Hessian-Enhancement-Based Nonlocal Mean Filter[J]. COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE,2013:-. |
| APA | Zheng, Jian.,Lu, Pei-Rong.,Xiang, Dehui.,Dai, Ya-Kang.,Liu, Zhao-Bang.,...&Yang, Yue-Tao.(2013).Retinal Image Graph-Cut Segmentation Algorithm Using Multiscale Hessian-Enhancement-Based Nonlocal Mean Filter.COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE,-. |
| MLA | Zheng, Jian,et al."Retinal Image Graph-Cut Segmentation Algorithm Using Multiscale Hessian-Enhancement-Based Nonlocal Mean Filter".COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE (2013):-. |
入库方式： OAI收割
来源：自动化研究所
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