计算机工程与科学2018,Vol.40Issue(5):863-871,9.DOI:10.3969/j.issn.1007-130X.2018.05.015
基于多尺度自适应扩散方程的边缘检测方法
An edge detection algorithm based on multi-scale adaptive diffusion equations
摘要
Abstract
Aiming at the shortcomings of Canny's algorithm in the selection of high-density salt-pepper noise and double threshold,an improved method is proposed,in which multi-scale adaptive anisotropic diffusion equations are used to smooth images in order to effectively remove the high-density pulse signal and better retain edge profile information.In the selection of double threshold,the OTSU method is used to select an adaptive threshold according to the gray information of images,which can better meet the real-time requirements.To verify the algorithm's performance,experiments were carried out under different noise concentrations.Experimental results show that the improved edge detection algorithm can keep a complete set of edges,improve the accuracy of edge detection and get ideal edge profile information.关键词
边缘检测/多尺度自适应/各向异性扩散方程/边缘轮廓/最大类间方差Key words
edge detection/multi-scale adaptive/anisotropic diffusion equation/edge outline/OTSU分类
信息技术与安全科学引用本文复制引用
郭伟,董宏亮,石尚..基于多尺度自适应扩散方程的边缘检测方法[J].计算机工程与科学,2018,40(5):863-871,9.基金项目
国家自然科学基金(61172144) (61172144)
国家自然科学基金应急管理项目(61540056) (61540056)
辽宁省自然科学基金(2015020095) (2015020095)