Hessian matrix-based fourth-order anisotropic diffusion filter for image denoising

被引:41
作者
Deng, Lizhen [1 ]
Zhu, Hu [1 ]
Yang, Zhen [1 ]
Li, Yujie [2 ]
机构
[1] Nanjing Univ Posts & Telecommun, Sch Telecommun & Informat Engn, Nanjing 210003, Jiangsu, Peoples R China
[2] Fukuoka Univ, Fukuoka, Fukuoka, Japan
基金
中国国家自然科学基金; 中国博士后科学基金;
关键词
Anisotropic diffusion filter; Eigenvalue; Hessian matrix; Denoising; SCALE-SPACE; MODEL;
D O I
10.1016/j.optlastec.2018.08.043
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Image denoising is one of important tasks in image processing. Diffusion filter-based methods have been widely used for image denosing. In order to solve the staircase effect introduced by second-order diffusion filter, different fourth-order diffusion filters were proposed, which can achieve good performance on image denoising. However, fourth-order diffusion filter often suffers over-smoothness. In this paper, we propose an anisotropic fourth-order diffusion filter for astronomical image denoising, in which the eigenvalue of Hessian matrix is introduced for preserving edge information. The experimental results of denoising on several astronomical images show that the proposed method can achieve better performance than several other methods.
引用
收藏
页码:184 / 190
页数:7
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