Generalized multichannel image-filtering structures

被引:144
作者
Karakos, DG
Trahanias, PE
机构
[1] UNIV MARYLAND,DEPT ELECT ENGN,COLLEGE PK,MD 20742
[2] FDN RES & TECHNOL HELLAS,INST COMP SCI,IRAKLION 71110,CRETE,GREECE
[3] UNIV CRETE,DEPT COMP SCI,IRAKLION 71409,CRETE,GREECE
关键词
D O I
10.1109/83.597278
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Recent works in multispectral image processing advocate the employment of vector approaches for this class of signals, Vector processing operators that involve the minimization of a suitable error criterion have been proposed and shown appropriate for this task, In this framework, two main classes of vector professing filters have been reported in the literature, In [1], Astola et al. introduce the well-known class of vector median filters (VMF), which are derived as maximum likelihood (ML) estimates from exponential distributions. In [2] and [3], the authors study the processing of color image data using directional information, considering the class of vector directional filters (VDF), In this paper, we introduce a new filter structure, the directional-distance filters (DDF), which combine both VDF and VMF in a novel way. We show that DDF are robust signal estimators under various noise distributions, they have the property of chromaticity preservation and, finally, compare favorably to other multichannel image processing filters.
引用
收藏
页码:1038 / 1045
页数:8
相关论文
共 21 条
[1]   VECTOR MEDIAN FILTERS [J].
ASTOLA, J ;
HAAVISTO, P ;
NEUVO, Y .
PROCEEDINGS OF THE IEEE, 1990, 78 (04) :678-689
[2]   EDGE-DETECTION IN MULTISPECTRAL IMAGES [J].
CUMANI, A .
CVGIP-GRAPHICAL MODELS AND IMAGE PROCESSING, 1991, 53 (01) :40-51
[3]  
FOTOPOULOS S, 1995, P IEEE WORKSH NONL S, P503
[4]   AN OVERVIEW OF MEDIAN AND STACK FILTERING [J].
GABBOUJ, M ;
COYLE, EJ ;
GALLAGHER, NC .
CIRCUITS SYSTEMS AND SIGNAL PROCESSING, 1992, 11 (01) :7-45
[5]   LEAST-SQUARES RESTORATION OF MULTICHANNEL IMAGES [J].
GALATSANOS, NP ;
KATSAGGELOS, AK ;
CHIN, RT ;
HILLERY, AD .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1991, 39 (10) :2222-2236
[6]   RESTORATION OF COLOR IMAGES BY MULTICHANNEL KALMAN FILTERING [J].
GALATSANOS, NP ;
CHIN, RT .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1991, 39 (10) :2237-2252
[7]  
GRARD CL, 1995, P 1995 IEEE INT C IM, P350
[8]   Ranking in R(p) and its Use in Multivariate Image Estimation [J].
Hardie, Russell C. ;
Arce, Gonzalo R. .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 1991, 1 (02) :197-+
[9]  
KARAKOS D, 1995, IEEE INT C IM PROC W, P171
[10]   ROBUST M-ESTIMATORS ON SPHERES [J].
KO, DJ ;
CHANG, T .
JOURNAL OF MULTIVARIATE ANALYSIS, 1993, 45 (01) :104-136