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 50 条
  • [31] Vector Median Filters: A Survey
    Chanu, Roji
    Singh, Kh Manglem
    [J]. INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2016, 16 (12): : 66 - 84
  • [32] MULTIVIEW IMAGE AND VIDEO INTERPOLATION USING WEIGHTED VECTOR MEDIAN FILTERS
    Fickel, Guilherme P.
    Jung, Claudio R.
    Lee, Bowon
    [J]. 2014 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2014, : 5387 - 5391
  • [33] Median Filters Based on Fuzzy Logic Used in Digital Image Processing
    Peksinski, Jakub
    Mikolajczak, Grzegorz
    [J]. TSP 2010: 33RD INTERNATIONAL CONFERENCE ON TELECOMMUNICATIONS AND SIGNAL PROCESSING, 2010, : 196 - 199
  • [34] An analysis of the geometric distortions produced by median and related image processing filters
    Davies, ER
    [J]. ADVANCES IN IMAGING AND ELECTRON PHYSICS, VOL 126, 2003, 126 : 93 - 193
  • [35] DETAIL-PRESERVING MEDIAN BASED FILTERS IN IMAGE-PROCESSING
    SUN, T
    NEUVO, Y
    [J]. PATTERN RECOGNITION LETTERS, 1994, 15 (04) : 341 - 347
  • [36] An Optimized HW/SW Implementation of the Vector Median Rational Hybrid Filter for Real-Time Color Image Denoising
    Ben Atitallah, Ahmed
    [J]. TRAITEMENT DU SIGNAL, 2024, 41 (04) : 2135 - 2142
  • [37] A New Adaptive Vector Median Rational Hybrid Filter for Impulsive Noise Suppression
    Abid, I.
    Boudabous, A.
    Ben Atitallah, A.
    [J]. 2015 16TH INTERNATIONAL CONFERENCE ON SCIENCES AND TECHNIQUES OF AUTOMATIC CONTROL AND COMPUTER ENGINEERING (STA), 2015, : 417 - 421
  • [38] Repeated median and hybrid filters
    Fried, R
    Bernholt, T
    Gather, U
    [J]. COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2006, 50 (09) : 2313 - 2338
  • [39] LINEAR MEDIAN HYBRID FILTERS
    ASTOLA, J
    HEINONEN, P
    NEUVO, Y
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS, 1989, 36 (11): : 1430 - 1438
  • [40] Classification-based hybrid filters for image processing
    Hu, H
    de Haan, G
    [J]. VISUAL COMMUNICATIONS AND IMAGE PROCESSING 2006, PTS 1 AND 2, 2006, 6077