Automatic bandwidth selection of fuzzy membership functions

被引:25
作者
Cheng, HD
Lui, YM
机构
[1] Department of Computer Science, Utah State University, Logan
关键词
D O I
10.1016/S0020-0255(97)00057-1
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Image thresholds can be chosen by minimizing the measures of fuzziness. However, there are no existing algorithms selecting the bandwidth of fuzzy membership functions automatically. In this paper, a new method for automatic bandwidth selection of fuzzy membership functions is presented. First, the peak locations are chosen from the histogram using the peak selection criterion. The suitable bandwidth is found iteratively between two peaks. Multilevel thresholding problem is employed to demonstrate the proposed approach. The experimental results show that the proper bandwidths are determined automatically and the images are well segmented by the selected thresholds. (C) Elsevier Science Inc. 1997.
引用
收藏
页码:1 / 21
页数:21
相关论文
共 9 条
[1]   A FAST 2-DIMENSIONAL ENTROPIC THRESHOLDING ALGORITHM [J].
CHEN, WT ;
WEN, CH ;
YANG, CW .
PATTERN RECOGNITION, 1994, 27 (07) :885-893
[2]   ESTIMATION OF FUZZY MEMBERSHIPS FROM HISTOGRAMS [J].
DEVI, BB ;
SARMA, VVS .
INFORMATION SCIENCES, 1985, 35 (01) :43-59
[3]  
Klir G. J., 1996, Fuzzy Sets and Fuzzy Logic: Theory and Applications
[4]  
Lui YM, 1996, INFORM SCIENCES, V94, P213, DOI 10.1016/0020-0255(96)00079-5
[5]   FUZZY THRESHOLDING - MATHEMATICAL FRAMEWORK, BOUND FUNCTIONS AND WEIGHTED MOVING AVERAGE TECHNIQUE [J].
MURTHY, CA ;
PAL, SK .
PATTERN RECOGNITION LETTERS, 1990, 11 (03) :197-206
[6]   HISTOGRAM THRESHOLDING BY MINIMIZING GRAYLEVEL FUZZINESS [J].
MURTHY, CA ;
PAL, SK .
INFORMATION SCIENCES, 1992, 60 (1-2) :107-135
[7]   Automatic grey level thresholding through index of fuzziness and entropy [J].
Pal, S. K. ;
King, R. A. ;
Hashim, A. A. .
PATTERN RECOGNITION LETTERS, 1983, 1 (03) :141-146
[8]   IMAGE-ENHANCEMENT AND THRESHOLDING BY OPTIMIZATION OF FUZZY COMPACTNESS [J].
PAL, SK ;
ROSENFELD, A .
PATTERN RECOGNITION LETTERS, 1988, 7 (02) :77-86
[9]  
Pal SK, 1986, Fuzzy mathematical approach to pattern recognition