DocumentCode
1309250
Title
A new fuzzy logic filter for image enhancement
Author
Farbiz, Farzam ; Menhaj, Mohammad Bager ; Motamedi, Seyed A. ; Hagan, Martin T.
Author_Institution
Amirkabir Univ. of Technol., Tehran, Iran
Volume
30
Issue
1
fYear
2000
fDate
2/1/2000 12:00:00 AM
Firstpage
110
Lastpage
119
Abstract
This paper presents a new fuzzy-logic-control based filter with the ability to remove impulsive noise and smooth Gaussian noise, while, simultaneously, preserving edges and image details efficiently. To achieve these three image enhancement goals, we first develop filters that have excellent edge-preserving capability but do not perform well in smoothing Gaussian noise. Next, we modify the filters so that they perform all three image enhancement tasks. These filters are based on the idea that individual pixels should not be uniformly fired by each of the fuzzy rules. To demonstrate the capability of our filtering approach, it was tested on several different image enhancement problems. These experimental results demonstrate the speed, filtering quality, and image sharpening ability of the new filter
Keywords
Gaussian noise; fuzzy logic; image enhancement; impulse noise; edge-preserving capability; filtering quality; fuzzy logic filter; fuzzy-logic-control based filter; image details; image enhancement; image sharpening ability; impulsive noise; smooth Gaussian noise; Filtering algorithms; Filters; Fuzzy logic; Gaussian noise; Image enhancement; Image processing; Information filtering; Pixel; Smoothing methods; Testing;
fLanguage
English
Journal_Title
Systems, Man, and Cybernetics, Part B: Cybernetics, IEEE Transactions on
Publisher
ieee
ISSN
1083-4419
Type
jour
DOI
10.1109/3477.826951
Filename
826951
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