Vector anistropic filter for multispectral image denoising

被引:0
|
作者
Ben Said, Ahmed [1 ,2 ]
Foufou, Sebti [2 ]
Hadjidj, Rachid [2 ]
机构
[1] Univ Burgundy, Lab LE2i, Dijon, France
[2] Qatar Univ, Coll Engn, CSE Dept, Doha, Qatar
关键词
Multispectral image; Anisotropic filter; Sparse matrix transform;
D O I
10.1117/12.2182746
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, we propose an approach to extend the application of anisotropic Gaussian filtering for multi-spectral image denoising. We study the case of images corrupted with additive Gaussian noise and use sparse matrix transform for noise covariance matrix estimation. Specifically we show that if an image has a low local variability, we can make the assumption that in the noisy image, the local variability originates from the noise variance only. We apply the proposed approach for the denoising of multispectral images corrupted by noise and compare the proposed method with some existing methods. Results demonstrate an improvement in the denoising performance.
引用
收藏
页数:8
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