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
  • [31] A New Method for Nonlocal Means Image Denoising Using Multiple Images
    Wang, Xingzheng
    Wang, Haoqian
    Yang, Jiangfeng
    Zhang, Yongbing
    PLOS ONE, 2016, 11 (07):
  • [32] A novel and fast nonlocal means denoising algorithm using a structure tensor
    Li Bo
    Junrui Lv
    Xuegang Luo
    Huajun Wang
    Sen Wang
    The Journal of Supercomputing, 2019, 75 : 770 - 782
  • [33] A novel and fast nonlocal means denoising algorithm using a structure tensor
    Bo, Li
    Lv, Junrui
    Luo, Xuegang
    Wang, Huajun
    Wang, Sen
    JOURNAL OF SUPERCOMPUTING, 2019, 75 (02): : 770 - 782
  • [34] Fast nonlocal means image denoising algorithm using selective calculation
    Luo, Xue-Gang
    LÜ, Jun-Rui
    Wang, Hua-Jun
    Yang, Qiang
    Dianzi Keji Daxue Xuebao/Journal of the University of Electronic Science and Technology of China, 2015, 44 (01): : 84 - 90
  • [35] NONLOCAL MEANS IMAGE DENOISING BASED ON BIDIRECTIONAL PRINCIPAL COMPONENT ANALYSIS
    Chen, Hsin-Hui
    Ding, Jian-Jiun
    2015 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING (ICASSP), 2015, : 1265 - 1269
  • [36] A Gradient-based Adaptive Nonlocal Means Algorithm for Image Denoising
    Zhang, Quan
    Luo, Limin
    Gui, Zhiguo
    Li, Yuanjin
    FIFTH INTERNATIONAL CONFERENCE ON DIGITAL IMAGE PROCESSING (ICDIP 2013), 2013, 8878
  • [37] RHFMs similarity based nonlocal means image denoising in PDTDFB domain
    Yang, Hong-Ying
    Zhang, Na
    Wang, Xiang-Yang
    Zhang, Yu
    OPTIK, 2016, 127 (03): : 1034 - 1036
  • [38] Gabor feature based nonlocal means filter for textured image denoising
    Wang, Shanshan
    Xia, Yong
    Liu, Qiegen
    Luo, Jianhua
    Zhu, Yuemin
    Feng, David Dagan
    JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2012, 23 (07) : 1008 - 1018
  • [39] Filter bank based nonlocal means for denoising magnetic resonance images
    Guo T.-L.
    Liu Q.-G.
    Luo J.-H.
    Journal of Shanghai Jiaotong University (Science), 2014, 19 (1) : 72 - 78
  • [40] Particle Swarm Optimization based Nonlocal Means for Denoising ECG Signal
    Hermawan, Indra
    Jati, Grafika
    Arsa, Dewa Made Sri
    Jatmiko, Wisnu
    2019 IEEE INTERNATIONAL CONFERENCE ON SIGNALS AND SYSTEMS (ICSIGSYS), 2019, : 69 - 73