Random-valued impulse noise removal using adaptive dual threshold median filter

被引:71
|
作者
Gupta, Vikas [1 ]
Chaurasia, Vijayshri [1 ]
Shandilya, Madhu [1 ]
机构
[1] Maulana Azad Natl Inst Technol, Bhopal, MP, India
关键词
Image de-noising; Median filter; Noise detection; Noise removal; Random-valued impulse noise; Dual threshold; Two-stage scheme; Filtering window; HIGHLY CORRUPTED IMAGES; ALGORITHM;
D O I
10.1016/j.jvcir.2014.10.004
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Noise detection and its removal is very important in the image processing. Detection of noise is very crucial and significant in random valued impulse noise because it does not hamper the image pixels uniformly. This paper presents a novel and unique concept of adaptive dual threshold for the detection of random valued impulse noise along with simple median filter at noise removal stage. Simulation results shows that an efficient noise detection leads to a superior quality of de-noised image as compared to existing adaptive threshold based image de-noising techniques. Proposed threshold computation is based on averaging of pixel values of window which enhances the PSNR of our system as compared to existing median filter based image de-noising methods. (C) 2014 Elsevier Inc. All rights reserved.
引用
收藏
页码:296 / 304
页数:9
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