Removal of Salt-and-Pepper Noise Using a High-Precision Frequency Analysis Approach

被引:4
|
作者
Hasegawa, Masaya [1 ]
Sakashita, Kazuki [1 ]
Uchikoshi, Kousei [2 ]
Hirobayashi, Shigeki [3 ]
Misawa, Tadanobu [3 ]
机构
[1] Univ Toyama, Dept Grad Sch Sci & Engn Educ, Toyama 9308555, Japan
[2] Univ Toyama, Intellectual Informat Engn, Fac Engn, Toyama 9308555, Japan
[3] Univ Toyama, Dept Sci & Engn, Toyama 9308555, Japan
来源
关键词
salt-and-pepper noise; frequency analysis; macroblock analysis; HIGH-DENSITY SALT; MEDIAN FILTER; IMPULSE NOISE; IMAGES;
D O I
10.1587/transinf.2016EDP7393
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A digital image is often deteriorated by impulse noise that may occur during processes such as transmission. An impulse noise converts the pixel data in the image into black (0) or white (255) values at a random frequency and is also called salt-and-pepper noise. In this paper, we identify the details of pixels that have been damaged by impulse noise by analyzing the frequency of the noisy image using non-harmonic analysis (NHA). From experimental results, we can confirm that this method shows superior performance compared to the recent PSNR denoising method. In addition, we show that the proposed method is particularly superior in eliminating impulse noise in images with high noise rates.
引用
收藏
页码:1097 / 1105
页数:9
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