Real-Time Non-Local Means Image Denoising Algorithm Based on Local Binary Descriptor

被引:3
|
作者
Yu, Hancheng [1 ]
Li, Aiting [1 ]
机构
[1] Nanjing Univ Aeronaut & Astronaut, Nanjing Univ Aeronaut Astronaut, Key Lab Radar Imaging & Microwave Photon, Minist Educ, Nanjing 210016, Peoples R China
关键词
Local binary descriptor; non-local means; image denoising; real time image processing; CLASSIFICATION; SPARSE; SCALE;
D O I
10.3837/tiis.2016.02.021
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, a speed-up technique for the non-local means (NLM) image denoising method based on local binary descriptor (LBD) is proposed. In the NLM, most of the computation time is spent on searching for non-local similar patches in the search window. The local binary descriptor which represents the structure of patch as binary strings is employed to speed up the search process in the NLM. The descriptor allows for a fast and accurate preselection of non-local similar patches by bitwise operations. Using this approach, a tradeoff between time-saving and noise removal can be obtained. Simulations exhibit that despite being principally constructed for speed, the proposed algorithm outperforms in terms of denoising quality as well. Furthermore, a parallel implementation on GPU brings NLM-LBD to real-time image denoising.
引用
收藏
页码:825 / 836
页数:12
相关论文
共 50 条
  • [1] An Improved Non-Local Means Image Denoising Algorithm
    Zhang, Liuyun
    Hu, Chao
    Wu, Shuangqing
    Wang, Tian
    Cui, Jialin
    Qiu, Jun
    2017 IEEE INTERNATIONAL CONFERENCE ON INFORMATION AND AUTOMATION (IEEE ICIA 2017), 2017, : 781 - 786
  • [2] An Improved Non-Local Means Algorithm for Image Denoising
    Leng, Kaiqun
    2017 IEEE 2ND INTERNATIONAL CONFERENCE ON SIGNAL AND IMAGE PROCESSING (ICSIP), 2017, : 149 - 153
  • [3] Asymptotic Non-local Means Image Denoising Algorithm
    Xing X.-X.
    Wang H.-L.
    Li J.
    Zhang X.-D.
    Zidonghua Xuebao/Acta Automatica Sinica, 2020, 46 (09): : 1952 - 1960
  • [4] Non-Local means image denoising algorithm based on edge detection
    Gan, Kaihua
    Tan, Jieqing
    He, Lei
    2014 5TH INTERNATIONAL CONFERENCE ON DIGITAL HOME (ICDH), 2014, : 117 - 121
  • [5] An improved non-local means algorithm for CT image denoising
    Kong, Huihua
    Gao, Wenbo
    Du, Xiaoshuang
    Di, Yunxia
    MULTIMEDIA SYSTEMS, 2024, 30 (02)
  • [6] A robust and fast non-local means algorithm for image denoising
    Liu, Yan-Li
    Wang, Jin
    Chen, Xi
    Guo, Yan-Wen
    Peng, Qun-Sheng
    JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY, 2008, 23 (02) : 270 - 279
  • [7] An improved non-local means algorithm for CT image denoising
    Huihua Kong
    Wenbo Gao
    Xiaoshuang Du
    Yunxia Di
    Multimedia Systems, 2024, 30
  • [8] A Robust and Fast Non-Local Means Algorithm for Image Denoising
    刘艳丽
    王进
    陈曦
    郭延文
    彭群生
    Journal of Computer Science & Technology, 2008, (02) : 270 - 279
  • [9] A Robust and Fast Non-Local Means Algorithm for Image Denoising
    Yan-Li Liu
    Jin Wang
    Xi Chen
    Yan-Wen Guo
    Qun-Sheng Peng
    Journal of Computer Science and Technology, 2008, 23 : 270 - 279
  • [10] Ladar intensity image denoising by non-local means algorithm
    Xia Z.
    Li Q.
    Ding S.
    Wang Q.
    Guangxue Xuebao/Acta Optica Sinica, 2011, 31 (SUPPL.1):