Removal of Salt-and-Pepper Noise from Bimodal Images Using a Non-Symmetry and Anti-Packing Model

被引:0
|
作者
Liang, Hu [1 ]
Zhao, Shengrong [1 ]
机构
[1] Qilu Univ Technol, Shandong Acad Sci, Coll Informat, Jinan 250353, Shandong, Peoples R China
关键词
Image De-Noising; Salt-and-Pepper Noise; Bimodal Distribution; Non-Symmetric and Anti-Packing Model; SWITCHING MEDIAN FILTER; IMPULSE NOISE;
D O I
10.1166/jmihi.2019.2544
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
The visual perception of a digital image is often impaired by salt-and-pepper noise introduced during the recording, restoration, and/or transmission processes. Efficient and effective removal or reduction of salt-and-pepper noise is a challenging task. In the present paper, we propose a novel de-noising method for the reduction of salt-and-pepper noise in bimodal images. Firstly, the corrupted image was divided into several square blocks using the non-symmetry and anti-packing model. Subsequently, the suspicious noise regions were extracted by analyzing the distribution of the noise with low probability. Finally, since noise-free blocks were left unchanged, a block-based median filter was introduced to estimate the corrupted block value. Experimental results show that our method is better at retaining edge details, removing salt-and-pepper noise, and depressing artifacts as compared with some state-of-the-art algorithms.
引用
收藏
页码:84 / 90
页数:7
相关论文
共 50 条
  • [1] A Direct Non-symmetry and Anti-packing Model for Color Images
    Chen, Chuanbo
    Zheng, Yunping
    Sarem, Mudar
    [J]. ICNC 2008: FOURTH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, VOL 5, PROCEEDINGS, 2008, : 347 - +
  • [2] Using Non-symmetry and Anti-packing Representation Model for Object Detection
    Xiao, Fei
    Tian, Jin-Wen
    Wang, Guang-Wei
    Chen, Chang-Qing
    [J]. 4TH ANNUAL INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY AND APPLICATIONS (ITA 2017), 2017, 12
  • [3] A novel non-symmetry and anti-packing model for image representation
    Chen, Chuanbo
    Zheng, Yunping
    Sarem, Mudar
    [J]. CHINESE JOURNAL OF ELECTRONICS, 2009, 18 (01) : 89 - 94
  • [4] Optimized Coding Methods of the Rectangular Non-Symmetry and Anti-packing Model for Gray Images
    Zheng, Yunping
    [J]. ICNC-FSKD 2023 - 2023 19th International Conference on Natural Computation, Fuzzy Systems and Knowledge Discovery, 2023,
  • [5] A New Image Representation Method Using Nonoverlapping Non-symmetry and Anti-packing Model for Medical Images
    Zheng, Yunping
    Zhang, Jiajing
    Sarem, Mudar
    [J]. JOURNAL OF COMPUTERS, 2012, 7 (12) : 3028 - 3035
  • [6] Novel algorithm for image representation using non-symmetry and anti-packing model
    [J]. 1600, Huazhong University of Science and Technology (45):
  • [7] A novel algorithm for triangle non-symmetry and anti-packing pattern representation model of gray images
    Zheng, Yunping
    Chen, Chuanbo
    Sarem, Mudar
    [J]. ADVANCED INTELLIGENT COMPUTING THEORIES AND APPLICATIONS: WITH ASPECTS OF THEORETICAL AND METHODOLOGICAL ISSUES, 2007, 4681 : 832 - +
  • [8] An Improved Block Truncation Coding Using Rectangular Non-symmetry and Anti-packing Model
    Zheng, Yunping
    Xu, Yuan
    Kuang, Jinjun
    Sarem, Mudar
    [J]. INTELLIGENT COMPUTING THEORIES AND APPLICATION (ICIC 2022), PT I, 2022, 13393 : 564 - 578
  • [9] Image Dehazing Using Non-symmetry and Anti-packing Model Based on Dark Channel Prior
    Zheng, Yunping
    Shu, Yukang
    Cai, Changting
    [J]. 2017 13TH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY (ICNC-FSKD), 2017, : 554 - 559
  • [10] A new non-symmetry and anti-packing model and its application to image contrast enhancement
    Chen, Chuanbo
    Wang, Guangwei
    Sarem, Mudar
    [J]. COMPUTERS & ELECTRICAL ENGINEERING, 2011, 37 (05) : 669 - 680