液晶与显示2016,Vol.31Issue(7):686-694,9.DOI:10.3788/YJYXS20163107.0686
一种血管约束的局部活动轮廓模型
A novel vessel-constrained active contour with application to vessel segmentation
摘要
Abstract
Active Contour Models are the essential instruments for image segmentation and have great development in both theory and application.However,these existing models cannot work well in the presence of intensity heterogeneity,and are in general sensitive to initial curve places.Therefore,a novel active contour is proposed so as to extract correctly vessels,which takes into account image in-tensity and vessel features simultaneously.The new model is obtained by local phase vesselness-en-hanced algorithm,and is based on local binary fitting.Experimental results,which based on publicly available Digital Retinal Images for Vessel Extraction (DRIVE),show that our model can successfully extract the desired vessels in the presence of intensity inhomogeneity with 74.43% pixel sensitivity and 93.67% segmentation accuracy,and the model is insensitive to initial curve placement.This dem-onstrates our model is competent for image segmentation with high accuracy and robustness.关键词
活动轮廓/局部相位/灰度不均/局部二值拟合Key words
active contour/local phase/intensity inhomogeneity/local binary fitting分类
信息技术与安全科学引用本文复制引用
梁思,王雷,杨晓冬..一种血管约束的局部活动轮廓模型[J].液晶与显示,2016,31(7):686-694,9.基金项目
中科院科研装备项目(No.YZ201253,No.YZ201445) Supported by Chinese Academy of Sciences Project of Research Equipment (No.YZ201253,No.YZ201445) (No.YZ201253,No.YZ201445)