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
相关论文
共 50 条
  • [1] OPTIMIZED VECTOR BILATERAL FILTER FOR MULTISPECTRAL IMAGE DENOISING
    Peng, Honghong
    Rao, Raghuveer
    Dianat, Sohail A.
    2012 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP 2012), 2012, : 2141 - 2144
  • [2] Multispectral Image Denoising With Optimized Vector Bilateral Filter
    Peng, Honghong
    Rao, Raghuveer
    Dianat, Sohail A.
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2014, 23 (01) : 264 - 273
  • [3] Multispectral Image Denoising Using Optimized Vector NLM Filter
    Ben Said, Ahmed
    Foufou, Sebti
    IMAGE AND VIDEO TECHNOLOGY, PSIVT 2015, 2016, 9431 : 309 - 320
  • [4] Multispectral image denoising with optimized vector non-local mean filter
    Ben Said, Ahmed
    Hadjidj, Rachid
    Melkemi, Kamal Eddine
    Foufou, Sebti
    DIGITAL SIGNAL PROCESSING, 2016, 58 : 115 - 126
  • [5] An Ensemble Vector Median Filter For Color Image Denoising
    Zhong, Ling
    Zhang, Yun
    Xing, Yan
    11TH INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION, ROBOTICS AND VISION (ICARCV 2010), 2010, : 2485 - 2490
  • [6] Vector Median Filter with Directional Detector for Color Image Denoising
    Khryashchev, Vladimir V.
    Kuykin, Denis K.
    Studenova, Alina A.
    WORLD CONGRESS ON ENGINEERING, WCE 2011, VOL II, 2011, : 1699 - 1704
  • [7] Multispectral Satellite Image Denoising via Adaptive Cuckoo Search-Based Wiener Filter
    Suresh, Shilpa
    Lal, Shyam
    Chen, Chen
    Celik, Turgay
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2018, 56 (08): : 4334 - 4345
  • [8] A NEW EFFICIENT NONLINEAR FILTER BASED ON SUPPORT VECTOR MACHINES FOR IMAGE DENOISING
    Marquez, David
    Devy, Michel
    Sola, Joan
    2009 16TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-6, 2009, : 3865 - 3868
  • [9] Image denoising and deblurring using multispectral data
    Semenishchev, E. A.
    Voronin, V. V.
    Marchuk, V. I.
    ALGORITHMS AND TECHNOLOGIES FOR MULTISPECTRAL, HYPERSPECTRAL, AND ULTRASPECTRAL IMAGERY XXIII, 2017, 10198
  • [10] Multispectral image denoising methods: A literature review
    Reddy, P. Lokeshwara
    Pawar, Santosh
    MATERIALS TODAY-PROCEEDINGS, 2020, 33 : 4666 - 4670