Nonlocal Means Denoising Using a Content-Based Searching Region

被引:0
|
作者
Xu, Guangyu [1 ]
Jiang, Shexiang [1 ]
机构
[1] Anhui Univ Sci & Technol, Sch Comp Sci & Engn, Huainan 232001, Peoples R China
关键词
image denoising; NLM; adaptive searching window; edge contents; IMAGE;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The recent Nonlocal Means (NLM) filter shows excellent performance for image denoising. We investigate the effect of two key parameters on NLM: the searching region size and the decay parameter of the weights. We testify the general knowledge that the denoising performance can be improved by adjusting the searching region size and using an optimum decay parameter. Based on this observation, we adaptively choose the size of the searching region according to the edge contents of an area, and present a linear estimation for the decay parameter. Experimental results show that the proposed algorithm achieves much better denoising performance compared with the original NLM filter.
引用
收藏
页码:293 / 297
页数:5
相关论文
共 50 条
  • [41] Nonlocal Means Denoising Based on LJS']JS for Optical Sensing Signal
    Zhang, Han
    Qian, Xianyang
    Wang, Ling
    Long, Nuoya
    Zhang, Bin
    Sun, Wei
    COMMUNICATIONS, SIGNAL PROCESSING, AND SYSTEMS, 2018, 423 : 561 - 565
  • [42] A moment-based nonlocal-means algorithm for image denoising
    Ji, Zexuan
    Chen, Qiang
    Sun, Quan-Sen
    Xia, De-Shen
    INFORMATION PROCESSING LETTERS, 2009, 109 (23-24) : 1238 - 1244
  • [43] Filter Bank Based Nonlocal Means for Denoising Magnetic Resonance Images
    郭甜莉
    刘且根
    骆建华
    JournalofShanghaiJiaotongUniversity(Science), 2014, 19 (01) : 72 - 78
  • [44] Speckle denoising by variant nonlocal means methods
    Tounsi, Yassine
    Kumar, Manoj
    Nassim, Abdelkrim
    Mendoza-Santoyo, Fernando
    Matoba, Osamu
    APPLIED OPTICS, 2019, 58 (26) : 7110 - 7120
  • [45] Efficient nonlocal means for denoising of textural patterns
    Brox, Thomas
    Kleinschmidt, Oliver
    Cremers, Daniel
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2008, 17 (07) : 1083 - 1092
  • [46] Adaptive Nonlocal Means Algorithm for Image Denoising
    Thaipanich, Tanaphol
    Oh, Byung Tae
    Wu, Ping-Hao
    Kuo, C. -C. Jay
    2010 DIGEST OF TECHNICAL PAPERS INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS ICCE, 2010,
  • [47] Content-Based Superpixel Segmentation and Matching Using Its Region Feature Descriptors
    Zhang, Jianmei
    Wang, Pengyu
    Gong, Feiyang
    Zhu, Hongqing
    Chen, Ning
    IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2020, E103D (08) : 1888 - 1900
  • [48] Using R-trees in content-based region query with spatial bounds
    Stanescu, L
    Burdescu, DD
    Spahiu, CS
    Seventh International Symposium on Symbolic and Numeric Algorithms for Scientific Computing, Proceedings, 2005, : 83 - 89
  • [49] Image Denoising Using Quadtree-Based Nonlocal Means With Locally Adaptive Principal Component Analysis
    Zuo, Chenglin
    Jovanov, Ljubomir
    Goossens, Bart
    Hiep Quang Luong
    Philips, Wilfried
    Liu, Yu
    Zhang, Maojun
    IEEE SIGNAL PROCESSING LETTERS, 2016, 23 (04) : 434 - 438
  • [50] An efficient approach for image sequence denoising using Zernike moments-based nonlocal means approach
    Singh, Chandan
    Aggarwal, Ashutosh
    COMPUTERS & ELECTRICAL ENGINEERING, 2017, 62 : 330 - 344