A Morphological Mean Filter for Impulse Noise Removal

被引:26
|
作者
Lin, Po-Hsiung [1 ]
Chen, Bo-Hao [1 ]
Cheng, Fan-Chieh [1 ]
Huang, Shih-Chia [1 ]
机构
[1] Natl Taipei Univ Technol, Dept Elect Engn, Taipei 106, Taiwan
来源
JOURNAL OF DISPLAY TECHNOLOGY | 2016年 / 12卷 / 04期
关键词
Impulse noise; mean filter; median filter; noise removal; WEIGHTED MEDIAN FILTERS; SPARSE REPRESENTATION; PEPPER NOISE; DICTIONARIES;
D O I
10.1109/JDT.2015.2487559
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
Median filtering computation for noise removal is often used in impulse noise removal techniques, but the difficulties in removing high-density noise aspect restrict its development. In this paper, we propose a very efficient method to restore image corrupted by high-density impulse noise. First, the proposed method detects both the number and position of the noise-free pixels in the image. Next, the dilatation operation of the noise-free pixels based on morphological image processing is iteratively executed to replace the neighbor noise pixels until convergence. By doing so, the proposed method is capable to remove high-density noise and therefore reconstruct the noise-free image. Experimental results indicate that the proposed method more effectively removes high-density impulse noise in corrupted images in comparison with the other tested state-of-the-art methods. Additionally, the proposed method only requires moderate execution time to achieve optimal impulse noise removal.
引用
收藏
页码:344 / 350
页数:7
相关论文
共 50 条
  • [31] Robust Trimmed Mean Filter for Color Impulse Noise Enhancement
    Ahirwal, Vijay
    Agrawal, Jatin
    2015 INTERNATIONAL CONFERENCE ON COMPUTER, COMMUNICATION AND CONTROL (IC4), 2015,
  • [32] Adaptive Weighted Mean Filter to Remove Impulse Noise in Images
    Lee, Jun Hee
    Choi, Eo Bin
    Lee, Won Yeol
    Lim, Dong Hoon
    KOREAN JOURNAL OF APPLIED STATISTICS, 2008, 21 (02) : 233 - 245
  • [33] A switching median-mean filter for removal of high-density impulse noise from digital images
    Zhang, Chengbin
    Wang, Kaifu
    OPTIK, 2015, 126 (9-10): : 956 - 961
  • [34] Parallel Filter for Mixed Gaussian-Impulse Noise Removal
    Arnal, Josep
    Sucar, Luis B.
    Sanchez, Maria G.
    Vidal, Vicente
    2013 SIGNAL PROCESSING: ALGORITHMS, ARCHITECTURES, ARRANGEMENTS, AND APPLICATIONS (SPA), 2013, : 236 - 241
  • [35] Evolutionary tree-structured filter for impulse noise removal
    Petrovic, Nemanja I.
    Crnojevic, Vladimir S.
    ADVANCED CONCEPTS FOR INTELLIGENT VISION SYSTEMS, PROCEEDINGS, 2006, 4179 : 103 - 113
  • [36] An adaptive dynamically weighted median filter for impulse noise removal
    Khan, Sajid
    Lee, Dong-Ho
    EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING, 2017,
  • [37] An adaptive dynamically weighted median filter for impulse noise removal
    Sajid Khan
    Dong-Ho Lee
    EURASIP Journal on Advances in Signal Processing, 2017
  • [38] High performance detection filter for impulse noise removal in images
    Awad, A. S.
    Man, H.
    ELECTRONICS LETTERS, 2008, 44 (03) : 192 - 193
  • [39] Adaptive switching filter for impulse noise removal in digital content
    Jee Yon Lee
    Sun Young Jung
    Pyoung Won Kim
    Soft Computing, 2018, 22 : 1445 - 1455
  • [40] Hybrid neuro-fuzzy filter for impulse noise removal
    Russo, F
    PATTERN RECOGNITION, 1999, 32 (11) : 1843 - 1855