Denoising an Image by Denoising Its Curvature Image

被引:22
作者
Bertalmio, Marcelo [1 ]
Levine, Stacey [2 ]
机构
[1] Univ Pompeu Fabra, Dept Informat & Commun Technol, Barcelona 08018, Spain
[2] Duquesne Univ, Pittsburgh, PA 15282 USA
来源
SIAM JOURNAL ON IMAGING SCIENCES | 2014年 / 7卷 / 01期
基金
美国国家科学基金会; 欧洲研究理事会;
关键词
image denoising; curvature; image reconstruction; ALGORITHM;
D O I
10.1137/120901246
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 article we argue that when an image is corrupted by additive noise, its curvature image is less affected by it; i.e., the peak signal-to-noise ratio of the curvature image is larger. We speculate that, given a denoising method, we may obtain better results by applying it to the curvature image and then reconstructing from it a clean image, rather than denoising the original image directly. Numerical experiments confirm this for several PDE-based and patch-based denoising algorithms.
引用
收藏
页码:187 / 211
页数:25
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