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基于多相Mumford-Shah模型最小图分割的视乳头杯盘分割
Segmentation of optic cup and disk in optic nerve head images based on graph min-cut method for multiphase Mumford-Shah model
【摘要】 为了有效地解决血管遮挡、噪声污染、光照不均、对比度小以及个体间差异大等视乳头图像分割中固有的难题,提出采用基于图论的多相分段常数水平集Mumford-Shah图像分割模型及其相应的图分割最优化方法。实验表明,该方法能够比经典的多相分段常数水平集Mumford-Shah模型更快更精准地分割青光眼病人视乳头图像中的视杯和视盘形态。
【Abstract】 In order to solve the existing problems caused by blood vessels obscuration,noise pollution,illumination odds,low contrast,and inter-differences when one segments the optic cup and disk in optic nerve head images,this paper proposed to use graph min-cut method for multiphase Mumford-Shah model.The tests demonstrate that the proposed method is more efficient and more accurate than PCLSM for multiphase Mumford-Shah model.
【关键词】 图分割;
Mumford-Shah模型;
分段常数水平集方法;
医学图像分割;
青光眼;
【Key words】 graph cuts; Mumford-Shah model; piecewise constant level set methods(PCLSM); medical image segmentation; glaucoma;
【Key words】 graph cuts; Mumford-Shah model; piecewise constant level set methods(PCLSM); medical image segmentation; glaucoma;
【基金】 国家自然科学基金资助项目(60872130,60835004,61072121);湖南省自然科学基金资助项目(09JJ3118)
- 【文献出处】 计算机应用研究 ,Application Research of Computers , 编辑部邮箱 ,2011年08期
- 【分类号】TP391.41
- 【被引频次】2
- 【下载频次】107