A fast novel algorithm for salt and pepper image noise cancellation using cardinal B-splines

被引:27
作者
Jayasree, P. Syamala [1 ]
Raj, Paru [1 ]
Kumar, Pradeep [2 ]
Siddavatam, Rajesh [1 ]
Ghrera, S. P. [1 ]
机构
[1] Jaypee Univ Informat Technol, Dept Comp Sci & IT, Waknaghat 173215, India
[2] Jaypee Univ Informat Technol, Dept Elect & Commun Engn, Waknaghat 173215, India
关键词
Cardinal B-splines; Salt and pepper noise; Image denoising; IMPULSE NOISE; FILTERS; REMOVAL;
D O I
10.1007/s11760-012-0368-3
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
This paper discusses a novel algorithm for salt and pepper image noise cancelation using cardinal B-splines. The purpose of this paper is to present an analysis and application of cardinal B-splines for image noise cancellation. To apply the cardinal B-splines, one should analyze the different properties of the cardinal B-spline. Here we make use of the interpolation property and compact support of the cardinal B-splines. There are various assumptions and conditions that are considered while applying the cardinal B-splines for noise removal. The result of denoising the images affected up to 95 % of the salt and pepper noise has been shown. The results of proposed method are being compared with the other existing methods, and the comparison shows the better performance of our method.
引用
收藏
页码:1145 / 1157
页数:13
相关论文
共 26 条
[1]  
[Anonymous], 2009, PEARSON ED INDIA
[2]   THEORETICAL-ANALYSIS OF THE MAX MEDIAN FILTER [J].
ARCE, GR ;
MCLOUGHLIN, MP .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1987, 35 (01) :60-69
[3]  
Bartels R. H., 1987, An Introduction to Splines for Use in Computer Graphics Geometric Modeling
[4]   ADAPTIVE NONLINEAR FILTERS FOR SIMULTANEOUS REMOVAL OF DIFFERENT KINDS OF NOISE IN IMAGES [J].
BERNSTEIN, R .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS, 1987, 34 (11) :1275-1291
[5]  
Biswas S., 2008, BEZIER SPLINES IMAGE
[6]   Salt-and-pepper noise removal by median-type noise detectors and detail-preserving regularization [J].
Chan, RH ;
Ho, CW ;
Nikolova, M .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2005, 14 (10) :1479-1485
[7]   An iterative procedure for removing ID random-valued impulse noise [J].
Chan, RH ;
Hu, C ;
Nikolova, M .
IEEE SIGNAL PROCESSING LETTERS, 2004, 11 (12) :921-924
[8]   Application of partition-based median type filters for suppressing noise in images [J].
Chen, T ;
Wu, HR .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2001, 10 (06) :829-836
[9]  
Fahmy M.F., 2009, SPRINGER J SIGNAL IM, V5, P141
[10]   Image Noise Cancellation by Lifting Filter using Second Generation Wavelets (LFSGW) [J].
Jaiswal, Tushar ;
Rajesh, Siddavatam .
2009 INTERNATIONAL CONFERENCE ON ADVANCES IN RECENT TECHNOLOGIES IN COMMUNICATION AND COMPUTING (ARTCOM 2009), 2009, :667-+