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
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