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
  • [41] A Novel Technique for Image Denoising using Non-local Means and Genetic Algorithm
    Raka Kundu
    Amlan Chakrabarti
    Prasanna Lenka
    National Academy Science Letters, 2022, 45 : 61 - 67
  • [42] Joint Bilateral Filtering based Non-local Means Image Denoising
    Jith, O. U. Nirmal
    Babu, R. Venkatesh
    2014 INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING AND COMMUNICATIONS (SPCOM), 2014,
  • [43] COLOR IMAGE DENOISING BASED ON MULTICHANNEL NON-LOCAL MEANS FUSION
    Dai, Jingjing
    Au, Oscar C.
    Zou, Feng
    Pang, Chao
    Fang, Lu
    2012 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP 2012), 2012, : 1193 - 1196
  • [44] Research on Terahertz Image Compound Denoising Based on Non-Local Means
    Wang, Yue
    Li, Qi
    14TH NATIONAL CONFERENCE ON LASER TECHNOLOGY AND OPTOELECTRONICS (LTO 2019), 2019, 11170
  • [45] A non-local means algorithm for image denoising using structure adaptive window
    Hao, Hongxia
    Liu, Fang
    Jiao, Licheng
    Wu, Jie
    Hsi-An Chiao Tung Ta Hsueh/Journal of Xi'an Jiaotong University, 2013, 47 (12): : 71 - 76
  • [46] Non-uniform Noise Image Denoising Based on Non-local Means
    Li, Jiaxin
    Hu, Jing
    Wei, Min
    Zhang, Bin
    Wang, Yanfang
    INTELLIGENT INFORMATION PROCESSING IX, 2018, 538 : 437 - 445
  • [47] Empirical Non-local Algorithm for Image and Video Denoising
    Kim, Daehoon
    Keum, Byungjik
    Ahn, Hyunchan
    Lee, Hwangsoo
    2013 IEEE INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS (ICCE), 2013, : 498 - 499
  • [48] Affine non-local Bayesian image denoising algorithm
    Huaping Xu
    Xiaoning Jia
    Libo Cheng
    Heyan Huang
    The Visual Computer, 2023, 39 : 99 - 118
  • [49] Affine non-local Bayesian image denoising algorithm
    Xu, Huaping
    Jia, Xiaoning
    Cheng, Libo
    Huang, Heyan
    VISUAL COMPUTER, 2023, 39 (01): : 99 - 118
  • [50] Non-Local Means Image Denoising with Local Geometric Structures Matching Strategy
    Xu, Juan
    Wei, Zhihui
    Sun, Yubao
    PROCEEDINGS OF THE 2009 2ND INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING, VOLS 1-9, 2009, : 441 - +