An Edge-Adapting Laplacian Kernel For Nonlinear Diffusion Filters

被引:23
作者
Hajiaboli, Mohammad Reza [1 ]
Ahmad, M. Omair [1 ]
Wang, Chunyan [1 ]
机构
[1] Concordia Univ, Dept Elect & Comp Engn, Ctr Commun & Signal Proc, Montreal, PQ H3G 1M8, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Edge-adaptive Laplacian kernel; edge preservation; image denoising; nonlinear diffusion; ANISOTROPIC DIFFUSION; SCALE-SPACE; NOISE-REDUCTION; ENHANCEMENT; IMAGES;
D O I
10.1109/TIP.2011.2172803
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, first, a new Laplacian kernel is developed to integrate into it the anisotropic behavior to control the process of forward diffusion in horizontal and vertical directions. It is shown that, although the new kernel reduces the process of edge distortion, it nonetheless produces artifacts in the processed image. After examining the source of this problem, an analytical scheme is devised to obtain a spatially varying kernel that adapts itself to the diffusivity function. The proposed spatially varying Laplacian kernel is then used in various nonlinear diffusion filters starting from the classical Perona-Malik filter to the more recent ones. The effectiveness of the new kernel in terms of quantitative and qualitative measures is demonstrated by applying it to noisy images.
引用
收藏
页码:1561 / 1572
页数:12
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