Nonlinear filters with spatially connected neighborhoods

被引:41
作者
Kober, V
Mozerov, M
Alvarez-Borrego, J
机构
[1] CICESE, Dept Opt, Div Fis Aplicada, Ensenada 22860, Baja California, Mexico
[2] Russian Acad Sci, Inst Informat Transmiss Problems, Moscow 101447, Russia
[3] CICESE, Dept Opt, Div Appl Phys, Ensenada 22860, Baja California, Mexico
关键词
image processing; nonlinear adaptive filtering; noise smoothing; rank-order filters; median filter;
D O I
10.1117/1.1367352
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
A new class of nonlinear filters using rank-order operations over spatially connected neighborhoods and fast algorithms for the design of these filters are presented. Many rank-order processing techniques may be implemented by using filters such as noise suppression, enhancing, and restoring images. The performance of the proposed filters for suppression impulsive noise, additive noise, and mixed additive and impulsive noise in test images is compared to conventional rank-order algorithms. The comparisons are made using a mean square error, a mean absolute error, and a subjective human visual error criteria. (C) 2001 Society of Photo-Optical Instrumentation Engineers.
引用
收藏
页码:971 / 983
页数:13
相关论文
共 35 条
[1]   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
[2]   DETAIL-PRESERVING RANKED-ORDER BASED FILTERS FOR IMAGE-PROCESSING [J].
ARCE, GR ;
FOSTER, RE .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1989, 37 (01) :83-98
[3]   ALPHA-TRIMMED MEANS AND THEIR RELATIONSHIP TO MEDIAN FILTERS [J].
BEDNAR, JB ;
WATT, TL .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1984, 32 (01) :145-153
[4]   A GENERALIZATION OF MEDIAN FILTERING USING LINEAR-COMBINATIONS OF ORDER-STATISTICS [J].
BOVIK, AC ;
HUANG, TS ;
MUNSON, DC .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1983, 31 (06) :1342-1350
[5]   OPTIMAL STACK FILTERING AND THE ESTIMATION AND STRUCTURAL APPROACHES TO IMAGE-PROCESSING [J].
COYLE, EJ ;
LIN, JH ;
GABBOUJ, M .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1989, 37 (12) :2037-2066
[6]  
David H.A., 1970, ORDER STAT
[7]  
DAVIS LS, 1978, IEEE T SYST MAN CYB, V8, P705
[8]  
Dougherty E., 1994, An introduction to nonlinear image processing, VTT16
[9]   MEDIAN FILTERING BY THRESHOLD DECOMPOSITION [J].
FITCH, JP ;
COYLE, EJ ;
GALLAGHER, NC .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1984, 32 (06) :1183-1188
[10]   COMPARISON STUDY OF NONLINEAR FILTERS IN IMAGE-PROCESSING APPLICATIONS [J].
FONG, YS ;
POMALAZARAEZ, CA ;
WANG, XH .
OPTICAL ENGINEERING, 1989, 28 (07) :749-760