Threshold selection using fuzzy set theory

被引：38

作者：

Chaira, T ^{[1
]}

Ray, AK ^{[1
]}

机构：

[1] Indian Inst Technol, Dept Elect & Elect Commun Engn, Kharagpur 721302, W Bengal, India

来源：

PATTERN RECOGNITION LETTERS | 2004年 / 25卷 / 08期

关键词：

fuzzy divergence; indices of fuzziness; fuzzy compactness; membership function; gamma distribution; thresholding;

D O I：

10.1016/j.patrec.2004.01.018

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

This paper introduces an image thresholding method using four types of fuzzy thresholding methods taking Gamma membership into account for determining the membership values of the pixels of an image. The effectiveness of this method is illustrated by using a set of images having various types of histograms. A comparative study on images has also been done. The experimental results have demonstrated good performance in unilevel, bilevel and trilevel thresholding. (C) 2004 Elsevier B.V. All rights reserved.

引用

页码：865 / 874

页数：10

共 15 条

[1] AUTOMATIC THRESHOLDING OF GRAY-LEVEL PICTURES USING TWO-DIMENSIONAL ENTROPY
ABUTALEB, AS
[J]. COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1989, 47 (01): : 22 - 32
[2] Minimum cross-entropy threshold selection
Brink, AD
Pendock, NE
[J]. PATTERN RECOGNITION, 1996, 29 (01) : 179 - 188
[3] Segmentation using fuzzy divergence
Chaira, T
Ray, AK
[J]. PATTERN RECOGNITION LETTERS, 2003, 24 (12) : 1837 - 1844
[4] Image segmentation using fuzzy homogeneity criterion
Cheng, HD
Chen, CH
Chiu, HH
[J]. INFORMATION SCIENCES, 1997, 98 (1-4) : 237 - 262
[5] Distance measure and induced fuzzy entropy
Fan, JL
Xie, WX
[J]. FUZZY SETS AND SYSTEMS, 1999, 104 (02) : 305 - 314
[6] IMAGE THRESHOLDING BY MINIMIZING THE MEASURES OF FUZZINESS
HUANG, LK
WANG, MJJ
[J]. PATTERN RECOGNITION, 1995, 28 (01) : 41 - 51
[7] A NEW METHOD FOR GRAY-LEVEL PICTURE THRESHOLDING USING THE ENTROPY OF THE HISTOGRAM
KAPUR, JN
SAHOO, PK
WONG, AKC
[J]. COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1985, 29 (03): : 273 - 285
[8] ON THRESHOLD SELECTION USING CLUSTERING CRITERIA
KITTLER, J
ILLINGWORTH, J
[J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1985, 15 (05): : 652 - 655
[9] LI EH, 1992, PATTERN RECOGN, P617
[10] THRESHOLD SELECTION METHOD FROM GRAY-LEVEL HISTOGRAMS
OTSU, N
[J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1979, 9 (01): : 62 - 66

← 1 2 →