TY - JOUR
T1 - Adaptive fuzzy order statistics-rational hybrid filters for color image processing
AU - Khriji, Lazhar
AU - Gabbouj, Moncef
PY - 2002/5/16
Y1 - 2002/5/16
N2 - In this paper, multichannel image processing using an adaptive approach is studied. The proposed approach is simpler and more appropriate than the traditional approaches that have been addressed by means of groupwise vector ordering information. These adaptive techniques are formed by a two-layer filter based on rational functions using fuzzy transformations of either the Euclidean or angular distances among the different vectors to adapt to local data in the color image. The output is the result of a vector rational operation taking into account three fuzzy sub-function outputs. Extensive simulation results illustrate that the new adaptive fuzzy filters are computationally attractive and achieve noise attenuation, chromaticity retention, and edges and details preservation.
AB - In this paper, multichannel image processing using an adaptive approach is studied. The proposed approach is simpler and more appropriate than the traditional approaches that have been addressed by means of groupwise vector ordering information. These adaptive techniques are formed by a two-layer filter based on rational functions using fuzzy transformations of either the Euclidean or angular distances among the different vectors to adapt to local data in the color image. The output is the result of a vector rational operation taking into account three fuzzy sub-function outputs. Extensive simulation results illustrate that the new adaptive fuzzy filters are computationally attractive and achieve noise attenuation, chromaticity retention, and edges and details preservation.
KW - Color image processing
KW - Fuzzy membership functions
KW - Vector directional filters
KW - Vector magnitude filters
KW - Vector rational filters
UR - http://www.scopus.com/inward/record.url?scp=0037118201&partnerID=8YFLogxK
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U2 - 10.1016/S0165-0114(01)00181-6
DO - 10.1016/S0165-0114(01)00181-6
M3 - Article
AN - SCOPUS:0037118201
SN - 0165-0114
VL - 128
SP - 35
EP - 46
JO - Fuzzy Sets and Systems
JF - Fuzzy Sets and Systems
IS - 1
ER -