Computational Intelligence - August 2012 - 25

Application of
Type-2 Fuzzy Logic Filtering
to Reduce Noise in
Color Images

Mehmet Emin Yüksel and Alper Bas‚türk
Erciyes University, TURKEY

© PHOTOLAB

I. Introduction

Abstract-In this paper, we present a novel application of type-2 fuzzy logic
to the design of an image processing operator called an impulse detector. The
type-2 fuzzy logic based impulse detector can be used to guide impulse noise
removal filters to significantly improve their filtering performance and
enhance their output images. The design of the proposed impulse detector is
based on two 3-input 1-output first order Sugeno type interval type-2 fuzzy
inference systems. The internal parameters of the type-2 fuzzy membership
functions of the systems are determined by training. The performance of the
impulse detector is evaluated by using it in combination with four popular
impulse noise filters from the literature on four different popular test images
under three different noise conditions. The results demonstrate that the type-2
fuzzy logic based impulse detector can be used as an efficient tool to effectively improve the performances of impulse noise filters and reduce the impulse
noise undesirable distortion effects.

O

ne of the most common problems encountered during the
acquisition and/or transmission
of digital images is the contamination of the image with impulse
noise. Due to this inevitable fact, the
acquired or received digital image must
usually be pre-processed by applying an
appropriate filtering operator to the
image to suppress the contaminating
noise. The performance of this pre-filtering
operation is of critical importance as the
Digital Object Identifier 10.1109/MCI.2012.2200624
Date of publication: 12 July 2012

1556-603X/12/$31.00©2012IEEE

AUGUST 2012 | IEEE COMPUTATIONAL INTELLIGENCE MAGAZINE

25



Table of Contents for the Digital Edition of Computational Intelligence - August 2012

Computational Intelligence - August 2012 - Cover1
Computational Intelligence - August 2012 - Cover2
Computational Intelligence - August 2012 - 1
Computational Intelligence - August 2012 - 2
Computational Intelligence - August 2012 - 3
Computational Intelligence - August 2012 - 4
Computational Intelligence - August 2012 - 5
Computational Intelligence - August 2012 - 6
Computational Intelligence - August 2012 - 7
Computational Intelligence - August 2012 - 8
Computational Intelligence - August 2012 - 9
Computational Intelligence - August 2012 - 10
Computational Intelligence - August 2012 - 11
Computational Intelligence - August 2012 - 12
Computational Intelligence - August 2012 - 13
Computational Intelligence - August 2012 - 14
Computational Intelligence - August 2012 - 15
Computational Intelligence - August 2012 - 16
Computational Intelligence - August 2012 - 17
Computational Intelligence - August 2012 - 18
Computational Intelligence - August 2012 - 19
Computational Intelligence - August 2012 - 20
Computational Intelligence - August 2012 - 21
Computational Intelligence - August 2012 - 22
Computational Intelligence - August 2012 - 23
Computational Intelligence - August 2012 - 24
Computational Intelligence - August 2012 - 25
Computational Intelligence - August 2012 - 26
Computational Intelligence - August 2012 - 27
Computational Intelligence - August 2012 - 28
Computational Intelligence - August 2012 - 29
Computational Intelligence - August 2012 - 30
Computational Intelligence - August 2012 - 31
Computational Intelligence - August 2012 - 32
Computational Intelligence - August 2012 - 33
Computational Intelligence - August 2012 - 34
Computational Intelligence - August 2012 - 35
Computational Intelligence - August 2012 - 36
Computational Intelligence - August 2012 - 37
Computational Intelligence - August 2012 - 38
Computational Intelligence - August 2012 - 39
Computational Intelligence - August 2012 - 40
Computational Intelligence - August 2012 - 41
Computational Intelligence - August 2012 - 42
Computational Intelligence - August 2012 - 43
Computational Intelligence - August 2012 - 44
Computational Intelligence - August 2012 - 45
Computational Intelligence - August 2012 - 46
Computational Intelligence - August 2012 - 47
Computational Intelligence - August 2012 - 48
Computational Intelligence - August 2012 - 49
Computational Intelligence - August 2012 - 50
Computational Intelligence - August 2012 - 51
Computational Intelligence - August 2012 - 52
Computational Intelligence - August 2012 - 53
Computational Intelligence - August 2012 - 54
Computational Intelligence - August 2012 - 55
Computational Intelligence - August 2012 - 56
Computational Intelligence - August 2012 - 57
Computational Intelligence - August 2012 - 58
Computational Intelligence - August 2012 - 59
Computational Intelligence - August 2012 - 60
Computational Intelligence - August 2012 - 61
Computational Intelligence - August 2012 - 62
Computational Intelligence - August 2012 - 63
Computational Intelligence - August 2012 - 64
Computational Intelligence - August 2012 - Cover3
Computational Intelligence - August 2012 - Cover4
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202311
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202308
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202305
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202302
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202211
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202208
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202205
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202202
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202111
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202108
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202105
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202102
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202011
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202008
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202005
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202002
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_201911
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_201908
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_201905
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_201902
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_201811
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_201808
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_201805
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_201802
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_winter17
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_fall17
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_summer17
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_spring17
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_winter16
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_fall16
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_summer16
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_spring16
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_winter15
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_fall15
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_summer15
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_spring15
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_winter14
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_fall14
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_summer14
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_spring14
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_winter13
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_fall13
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_summer13
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_spring13
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_winter12
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_fall12
https://www.nxtbookmedia.com