Astrophysical image denoising using bivariate isotropic cauchy distributions in the undecimated wavelet domain

被引:0
|
作者
Achim, A [1 ]
Herranz, D [1 ]
Kuruoglu, EE [1 ]
机构
[1] CNR, ISTI, Signals & Images Lab, I-56124 Pisa, Italy
关键词
D O I
暂无
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Within the framework of wavelet analysis, we describe a novel technique for removing noise from astrophysical images. We design a Bayesian estimator, which relies on a particular member of the family of isotropic alpha-stable distributions. namely the bivariate Cauchy density. Using the bivariate Cauchy model we develop a noise-removal processor that takes into account, the interscale dependencies, of wavelet coefficients. We show through simulations that our proposed technique outperforms existing methods both visually and in terms of root mean squared error.
引用
收藏
页码:1225 / 1228
页数:4
相关论文
共 50 条
  • [1] Image denoising using bivariate α-stable distributions in the complex wavelet domain
    Achim, A
    Kuruoglu, EE
    [J]. IEEE SIGNAL PROCESSING LETTERS, 2005, 12 (01) : 17 - 20
  • [2] THE UNDECIMATED DUAL TREE COMPLEX WAVELET TRANSFORM AND ITS APPLICATION TO BIVARIATE IMAGE DENOISING USING A CAUCHY MODEL
    Hill, Paul
    Achim, Alin
    Bull, David
    [J]. 2012 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP 2012), 2012, : 1205 - 1208
  • [3] Image denoising in complex wavelet domain using a a mixture of bivariate Laplacian distributions with local parameters
    Rabbani, Hossein
    Vafadust, Mansur
    [J]. VISUAL INFORMATION PROCESSING XVI, 2007, 6575
  • [4] Bivariate shrinkage using undecimated dual-tree complex wavelet transform for image denoising
    Yang, Peng
    Yang, Guowei
    [J]. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2016, 30 (06) : 3111 - 3122
  • [5] Image denoising employing a bivariate Cauchy distribution with local variance in complex wavelet domain
    Rabbani, Hossein
    Vafadust, Mansur
    Gazor, Saeed
    Selesnick, Ivan
    [J]. 2006 IEEE 12TH DIGITAL SIGNAL PROCESSING WORKSHOP & 4TH IEEE SIGNAL PROCESSING EDUCATION WORKSHOP, VOLS 1 AND 2, 2006, : 203 - 208
  • [6] Image denoising based on a mixture of bivariate Gaussian distributions with local parameters in complex wavelet domain
    Rabbani, Hossein
    Vafadust, Mansur
    Gazor, Saeed
    [J]. 2006 INTERNATIONAL CONFERENCE ON BIOMEDICAL AND PHARMACEUTICAL ENGINEERING, VOLS 1 AND 2, 2006, : 174 - +
  • [7] Modeling statistical properties of wavelets using a mixture of bivariate Cauchy models and its application for image denoising in complex wavelet domain
    Rabbani, Hossein
    Vafadust, Mansur
    Selesnick, Ivan
    [J]. WAVELETS XII, PTS 1 AND 2, 2007, 6701
  • [8] Context modeling for MRI denoising in the undecimated wavelet domain
    Tan, Lina
    Gao, Xieping
    He, Shengming
    Li, Fei
    [J]. FOURTH INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY, VOL 3, PROCEEDINGS, 2007, : 322 - +
  • [9] Wavelet-Domain Medical Image Denoising Using Bivariate Laplacian Mixture Model
    Rabbani, Hossein
    Nezafat, Reza
    Gazor, Saeed
    [J]. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2009, 56 (12) : 2826 - 2837
  • [10] Denoising auto-encoding priors in undecimated wavelet domain for MR image reconstruction
    Wang, Siyuan
    Lv, Junjie
    He, Zhuonan
    Liang, Dong
    Chen, Yang
    Zhang, Minghui
    Liu, Qiegen
    [J]. NEUROCOMPUTING, 2021, 437 : 325 - 338