A New and Efficient Method for Removal of High Density Salt and Pepper Noise through Cascade Decision Based Filtering Algorithm

被引:23
作者
Pattnaik, Ashutosh [1 ]
Agarwal, Sharad [1 ]
Chand, Subhasis [1 ]
机构
[1] Natl Inst Technol, Dept Elect & Communcat Engn, Rourkela 769008, India
来源
2ND INTERNATIONAL CONFERENCE ON COMMUNICATION, COMPUTING & SECURITY [ICCCS-2012] | 2012年 / 1卷
关键词
Cascaded Filters; Decision Based Filter; Trimmed Mean Filter; Median Filter;
D O I
10.1016/j.protcy.2012.10.014
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In this paper, a new and efficient cascade decision based filtering algorithm for the removal of high density Salt and Pepper Noise in images is proposed. The proposed algorithm is a cascaded filter employing a Modified Decision Based Median Filter as its first stage of operation. The second stage involves a combination of a new algorithm that calculates mean of difference in neighborhood pixels and a Modified Unsymmetric Trimmed Mean Filter. The proposed algorithm when compared with existing non-linear filters such as Standard Median Filter (SMF), Adaptive Median Filter (AMF), Decision Based Algorithm (DBA), Progressive Switch Median Filter (PSMF), Modified Decision Based Algorithm (MDBA) and Modified Decision Based Unsymmetric Trimmed Median Filter (MDBUTMF) produces a better Peak Signal-to-Noise Ratio (PSNR) and Image Enhancement Factor (IEF) even at high density salt and pepper noise. The proposed algorithm is tested for different images and the results are compared with other filters. The proposed algorithm results better in terms of image restoration and quantitative measures. (C) 2012 The Authors. Published by Elsevier Ltd. Selection and/or peer-review under responsibility of the Department of Computer Science & Engineering, National Institute of Technology Rourkela
引用
收藏
页码:108 / 117
页数:10
相关论文
共 11 条
[1]  
[Anonymous], 2011, DIGITAL IMAGE PROCES
[2]  
Astola J., 2020, Fundamentals of nonlinear digital filtering, DOI DOI 10.1201/9781003067832
[3]  
Babu K.R., 2011, IJCST, V2
[4]  
Esakkirajan S., 2011, IEEE SIGNAL PROCESSI, V18
[5]  
Pitas I., 1990, NONLINEAR DIGITAL FI
[6]  
Pok G., 1999, ICIP 99 P, V2, P410
[7]   AN ADAPTATIVE, NONLINEAR EDGE-PRESERVING FILTER [J].
POMALAZARAEZ, CA ;
MCGILLEM, CD .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1984, 32 (03) :571-576
[8]  
Pratt W.K., 2001, Digital Image Processing
[9]  
Srinivasan E., 2000, 3 INT S WIR PERS MUL
[10]   A new fast and efficient decision-based algorithm for removal of high-density impulse noises [J].
Srinivasan, K. S. ;
Ebenezer, D. .
IEEE SIGNAL PROCESSING LETTERS, 2007, 14 (03) :189-192