Two-step fuzzy logic-based method for impulse noise detection in colour images

被引：43

作者：

Camarena, Joan-Gerard ^{[1
]}

Gregori, Valentin ^{[1
]}

Morillas, Samuel ^{[1
]}

Sapena, Almanzor ^{[1
]}

机构：

[1] Univ Politecn Valencia, Inst Univ Matemat Pura & Aplicada, Valencia 46022, Spain

来源：

PATTERN RECOGNITION LETTERS | 2010年 / 31卷 / 13期

关键词：

Colour image filter; Fuzzy logic; Fuzzy metric; Impulse noise; PEER GROUPS; REMOVAL; FILTER; SUPPRESSION; REDUCTION; ALGORITHM;

D O I：

10.1016/j.patrec.2010.01.008

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

We present a novel fuzzy noise detector based on a fuzzy metric specifically designed to detect impulses. The fuzzy detector is inspired on the recent rank-ordered differences (ROD) statistic. We propose a noise detection process performed in two steps followed by noise filtering using the vector median filter. Experimental results show that the method is among the best-performing methods for impulse noise reduction and computational analysis indicates that the method is pretty efficient. (C) 2010 Elsevier B.V. All rights reserved.

引用

页码：1842 / 1849

页数：8

共 41 条

[1] A non-parametric filter for digital image restoration, using cluster analysis
Allende, H
Galbiati, J
[J]. PATTERN RECOGNITION LETTERS, 2004, 25 (08) : 841 - 847
[2] [Anonymous], 2000, DIGITAL SIGNAL PROC
[3] VECTOR MEDIAN FILTERS
ASTOLA, J
HAAVISTO, P
NEUVO, Y
[J]. PROCEEDINGS OF THE IEEE, 1990, 78 (04) : 678 - 689
[4] Fast detection and removal of impulsive noise using peer groups and fuzzy metrics
Camarena, Joan-Gerard
Gregori, Valentin
Morillas, Samuel
Sapena, Almanzor
[J]. JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2008, 19 (01) : 20 - 29
[5] Some improvements for image filtering using peer group techniques
Camarena, Joan-Gerard
Gregori, Valentin
Morillas, Samuel
Sapena, Almanzor
[J]. IMAGE AND VISION COMPUTING, 2010, 28 (01) : 188 - 201
[6] Cost-effective implementation of order-statistics-based vector filters using minimax approximations
Celebi, M. Emre
Kingravi, Hassan A.
Lukac, Rastislav
Celiker, Fatih
[J]. JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 2009, 26 (06) : 1518 - 1524
[7] Robust switching vector median filter for impulsive noise removal
Celebi, M. Emre
Aslandogan, Yuksel Alp
[J]. JOURNAL OF ELECTRONIC IMAGING, 2008, 17 (04)
[8] Nonlinear vector filtering for impulsive noise removal from color images
Celebi, M. Emre
Kingravi, Hassan A.
Aslandogan, Y. Alp
[J]. JOURNAL OF ELECTRONIC IMAGING, 2007, 16 (03)
[9] Efficient impulse noise reduction via local directional gradients and fuzzy logic
Chen, Hsiang-Chieh
Wang, Wen-June
[J]. FUZZY SETS AND SYSTEMS, 2009, 160 (13) : 1841 - 1857
[10] Impulse noise suppression with an augmentation of ordered difference noise detector and an adaptive variational method
Chen, Shoushui
Yang, Xin
Cao, G.
[J]. PATTERN RECOGNITION LETTERS, 2009, 30 (04) : 460 - 467

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