Vector directional filters - A new class of multichannel image processing filters

被引:247
作者
Trahanias, P. E. [1 ]
Venetsanopoulos, A. N. [1 ]
机构
[1] Univ Toronto, Dept Elect & Comp Engn, Toronto, ON M5S 1A4, Canada
关键词
D O I
10.1109/83.242362
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Vector directional filters (VDF) for multichannel image processing are introduced and studied in this paper. These filters separate the processing of vector-valued signals into directional processing and magnitude processing. This provides a link between single-channel image processing, where only magnitude processing is essentially performed, and multichannel image processing where both the direction and the magnitude of the image vectors play an important role in the resulting (processed) image. VDF find applications in satellite image data processing, color image processing, and multispectral biomedical image processing. In this paper, results are presented for the case of color images, as an important example of multichannel image processing. It is shown that VDF can achieve very good filtering results for various noise source models.
引用
收藏
页码:528 / 534
页数:7
相关论文
共 16 条
[1]   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
[2]   VECTOR MEDIAN FILTERS [J].
ASTOLA, J ;
HAAVISTO, P ;
NEUVO, Y .
PROCEEDINGS OF THE IEEE, 1990, 78 (04) :678-689
[3]   ORDERING OF MULTIVARIATE DATA [J].
BARNETT, V .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES A-STATISTICS IN SOCIETY, 1976, 139 :318-354
[4]   DIGITAL RESTORATION OF MULTICHANNEL IMAGES [J].
GALATSANOS, NP ;
CHIN, RT .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1989, 37 (03) :415-421
[5]  
GERSHON R, 1985, COMPUTER VISION GRAP, P244
[6]   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-+
[7]  
Jain A. K., 1989, FUNDAMENTALS DIGITAL
[8]   APPLICATIONS OF VECTOR-FIELDS TO IMAGE-PROCESSING [J].
MACHUCA, R ;
PHILLIPS, K .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1983, 5 (03) :316-329
[9]   MORPHOLOGICAL FILTERS .1. THEIR SET-THEORETIC ANALYSIS AND RELATIONS TO LINEAR SHIFT-INVARIANT FILTERS [J].
MARAGOS, P ;
SCHAFER, RW .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1987, 35 (08) :1153-1169
[10]  
Niblack W., 1986, INTRO DIGITAL IMAGE