PUSHING THE LIMITS OF THE WIENER FILTER IN IMAGE DENOISING

被引:0
|
作者
Bled, Clement [1 ]
Pitie, Francois [1 ]
机构
[1] Trinity Coll Dublin, Dept Elect & Elect Engn, Dublin, Ireland
基金
爱尔兰科学基金会;
关键词
Image Denoising; Wiener Filter;
D O I
10.1109/ICIP49359.2023.10222826
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
As modern image denoiser networks have grown in size, their reported performance in popular real noise benchmarks such as DND and SIDD have now long outperformed classic non-deep learning denoisers such as Wiener and Wavelet-based methods. In this paper, we propose to revisit theWiener filter and re-assess its potential performance. We show that carefully considering the implementation of the Wiener filter can yield similar performance to popular networks such as DnCNN.
引用
收藏
页码:2590 / 2594
页数:5
相关论文
共 50 条
  • [21] Multispectral Satellite Image Denoising via Adaptive Cuckoo Search-Based Wiener Filter
    Suresh, Shilpa
    Lal, Shyam
    Chen, Chen
    Celik, Turgay
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2018, 56 (08): : 4334 - 4345
  • [22] Wavelet based Image Denoising using Weighted Highpass Filtering Coefficients and Adaptive Wiener Filter
    Saluja, Rubi
    Boyat, Ajay
    [J]. 2015 International Conference on Computing, Communication and Security (ICCCS), 2015,
  • [23] Center pixel weight based on Wiener filter for non-local means image denoising
    Zhang, Xiaobo
    [J]. OPTIK, 2021, 244
  • [24] IMPROVED WAVELET WIENER ESTIMATOR IN IMAGE DENOISING
    Dagher, Issam
    Taleb, Catherine
    [J]. 2012 2ND INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTATIONAL TOOLS FOR ENGINEERING APPLICATIONS (ACTEA), 2012, : 311 - 314
  • [25] Image Denoising Based on Neutrosophic Wiener Filtering
    Mohan, J.
    Chandra, A. P. Thilaga Shri
    Krishnaveni, V.
    Guo, Yanhui
    [J]. ADVANCES IN COMPUTING AND INFORMATION TECHNOLOGY, VOL 2, 2013, 177 : 861 - +
  • [26] Weighting Wiener and Total Variation for Image Denoising
    Liu, Yun
    Luo, Bing
    Zhang, Zhicheng
    Zhu, Yanchun
    Wu, Shibin
    Xie, Yaoqin
    [J]. 2016 IEEE INTERNATIONAL CONFERENCE ON INFORMATION AND AUTOMATION (ICIA), 2016, : 1479 - 1483
  • [27] Wiener filter-based wavelet domain denoising
    Wang, Jin
    Wu, Jiaji
    Wu, Zhensen
    Jeong, Jechang
    Jeon, Gwanggil
    [J]. DISPLAYS, 2017, 46 : 37 - 41
  • [28] Bilateral Filter for Image Denoising
    Patil, Priyanka D.
    Kumbhar, Anil D.
    [J]. 2015 International Conference on Green Computing and Internet of Things (ICGCIoT), 2015, : 299 - 302
  • [29] Image Denoising via Modified Multiple-Step Local Wiener Filter and Quaternion Wavelet Transform
    Zhang, Xiaobo
    [J]. PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON COMMUNICATIONS, SIGNAL PROCESSING, AND SYSTEMS, 2016, 386 : 733 - 739
  • [30] Improved BM3D image denoising using SSIM-optimized Wiener filter
    Mahmud Hasan
    Mahmoud R. El-Sakka
    [J]. EURASIP Journal on Image and Video Processing, 2018