Vector median-rational hybrid filters for multichannel image processing

被引:31
作者
Khriji, L
Gabbouj, M
机构
[1] ENIM, Dept Elect Engn, Monastir, Tunisia
[2] Tampere Univ Technol, Signal Proc Lab, FIN-33101 Tampere, Finland
关键词
color image filtering; rational functions; vector median filters; vector median-rational hybrid filters; vector rational filters;
D O I
10.1109/97.769365
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
In this letter, a new class of nonlinear filters called vector median-rational hybrid filters (VMRHF's) for multispectral image processing is introduced and applied to the color image filtering problem. These filters are based on rational functions (RF's) offering a number of advantages. First, a rational function is a universal approximator and a good extrapolator. Second, it can be trained by a linear adaptive algorithm. Third, it produces the best approximation (w.r.t. a given cost function) for some specific functions. The output is the result of a vector rational operation over the output of three subfilters, such as two vector median (VM) subfilters and one center weighted vector median filter (CWVMF). These filters exhibit desirable properties, such as edge and details preservation and accurate chromaticity estimation.
引用
收藏
页码:186 / 190
页数:5
相关论文
共 9 条
[1]   VECTOR MEDIAN FILTERS [J].
ASTOLA, J ;
HAAVISTO, P ;
NEUVO, Y .
PROCEEDINGS OF THE IEEE, 1990, 78 (04) :678-689
[2]   Image quality measures and their performance [J].
Eskicioglu, AM ;
Fisher, PS .
IEEE TRANSACTIONS ON COMMUNICATIONS, 1995, 43 (12) :2959-2965
[3]   Median-rational hybrid filters for image restoration [J].
Khriji, L ;
Gabbouj, M .
ELECTRONICS LETTERS, 1998, 34 (10) :977-979
[4]  
Khriji L, 1998, 1998 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING - PROCEEDINGS, VOL 2, P853, DOI 10.1109/ICIP.1998.723691
[5]  
KHRIJI L, 1998, P 2 IMACS IEEE INT M
[6]   DETECTION AND ESTIMATION USING AN ADAPTIVE RATIONAL-FUNCTION FILTER [J].
LEUNG, H ;
HAYKIN, S .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1994, 42 (12) :3366-3376
[7]   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
[8]  
Pratt W.K., 1991, DIGITAL IMAGE PROCES
[9]   Directional processing of color images: Theory and experimental results [J].
Trahanias, PE ;
Karakos, D ;
Venetsanopoulos, AN .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1996, 5 (06) :868-880