Image Denoising Based on Hybrid Fourier and Neighborhood Wavelet Coefficients

被引:0
|
作者
Cheng, Jun [1 ]
Lei, Songli
机构
[1] Hunan Normal Univ, Coll Phys & Informat Sci, Changsha, Hunan, Peoples R China
关键词
image denoising; Fourier transform; neighboring wavelet coefficients; PSNR; SHRINKAGE;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Image denoising is a classical topic and a difficult problem in the field of image processing. Fourier transform can effectively sparsely represent the smoothing texture part of the image, but can't effectively represent mutations in the image. The wavelet transform can sparsely represent sharply changing parts in the image, but can't effectively represent the texture and the slowly changing parts of the image. A new method based on hybrid Fourier and neighborhood wavelet coefficient is presented, and experiments show that the method is valid and can improve the visual effect, and that the objective indicator PSNR is better than NeightShrink method.
引用
收藏
页数:5
相关论文
共 50 条
  • [21] Low-complexity image denoising based on statistical modeling of wavelet coefficients
    Beckman Institute, Dept. of Elec. and Comp. Engineering, Univ. Illinois at Urbana-Champaign, Urhana, IL 61801, United States
    IEEE Signal Process Lett, 12 (300-303):
  • [22] ECG Denoising Based on Probability of Wavelet Coefficients
    Das, Angaraj
    Nirmala, S. R.
    Medhi, Jyoti Prakash
    2015 International Symposium on Advanced Computing and Communication (ISACC), 2015, : 198 - 204
  • [23] Improved Image Restoration Using Wavelet-Based Denoising and Fourier-Based Deconvolution
    Rahman, S. M. Mahbubur
    Ahmad, M. Omair
    Swamy, M. N. S.
    2008 51ST MIDWEST SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOLS 1 AND 2, 2008, : 249 - 252
  • [24] IMAGE DENOISING USING SPATIAL CONTEXT MODELING OF WAVELET COEFFICIENTS
    Anand, C. Shyam
    Sahambi, J. S.
    2012 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2012, : 1125 - 1128
  • [25] Image denoising using selective neighboring Quaternionic wavelet coefficients
    Kadiri, Mohammed
    Djebbouri, Mohamed
    Carre, Pilippe
    2012 24TH INTERNATIONAL CONFERENCE ON MICROELECTRONICS (ICM), 2012,
  • [26] A generalized image denoising method using neighbouring wavelet coefficients
    Hari Om
    Mantosh Biswas
    Signal, Image and Video Processing, 2015, 9 : 191 - 200
  • [27] A generalized image denoising method using neighbouring wavelet coefficients
    Om, Hari
    Biswas, Mantosh
    SIGNAL IMAGE AND VIDEO PROCESSING, 2015, 9 (01) : 191 - 200
  • [28] Satellite Image Denoising via Adjustment of the Quaternionic Wavelet Coefficients
    Kadiri, Mohammed
    Zigh, Ehlem
    Djebbouri, Mohamed
    2017 5TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING - BOUMERDES (ICEE-B), 2017,
  • [29] Wavelet based echocardiography image denoising
    Salarian, M.
    Karami, M. R.
    Nademejad, E.
    MATHEMATICAL METHODS AND COMPUTATIONAL TECHNIQUES IN RESEARCH AND EDUCATION, 2007, : 153 - +
  • [30] Wavelet thresholding based on image denoising
    Keita, A.
    Peng, J.
    Huazhong Ligong Daxue Xuebao/Journal Huazhong (Central China) University of Science and Technology, 2001, 29 (06): : 13 - 15