Fuzzy homogeneity approach to multilevel thresholding

被引:57
作者
Cheng, HD [1 ]
Chen, CH [1 ]
Chiu, HH [1 ]
Xu, HJ [1 ]
机构
[1] Utah State Univ, Dept Comp Sci, Logan, UT 84322 USA
关键词
fuzzy entropy; fuzzy homogeneity; image thresholding;
D O I
10.1109/83.701171
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The spatial ambiguity among pixels has inherent vagueness rather than randomness, therefore, the conventional methods might not work well. We propose fuzzy homogeneity vectors to handle the grayness and spatial uncertainties among pixels, and to perform multilevel thresholding. The experimental results prove that the proposed approach works better than the histogram-based algorithms.
引用
收藏
页码:1084 / 1088
页数:5
相关论文
共 9 条
[1]  
Gonzalez R.C., 1992, DIGITAL IMAGE PROCES
[2]   FUZZY ENTROPY THRESHOLD APPROACH TO BREAST-CANCER DETECTION [J].
LI, XQ ;
ZHAO, ZW ;
CHENG, HD .
INFORMATION SCIENCES-APPLICATIONS, 1995, 4 (01) :49-56
[3]   HISTOGRAM THRESHOLDING BY MINIMIZING GRAYLEVEL FUZZINESS [J].
MURTHY, CA ;
PAL, SK .
INFORMATION SCIENCES, 1992, 60 (1-2) :107-135
[4]  
Pal SK, 1986, Fuzzy mathematical approach to pattern recognition
[5]  
PARAMARKOS N, 1994, CVGIP-GRAPH MODEL IM, V56, P357
[6]   THE FUZZY GEOMETRY OF IMAGE SUBSETS [J].
ROSENFELD, A .
PATTERN RECOGNITION LETTERS, 1984, 2 (05) :311-317
[7]  
Russ J.C., 2016, The image processing handbook, Vseventh
[8]   A SURVEY OF THRESHOLDING TECHNIQUES [J].
SAHOO, PK ;
SOLTANI, S ;
WONG, AKC ;
CHEN, YC .
COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1988, 41 (02) :233-260
[9]   FINDING STRUCTURE IN CO-OCCURRENCE MATRICES FOR TEXTURE ANALYSIS [J].
ZUCKER, SW ;
TERZOPOULOS, D .
COMPUTER GRAPHICS AND IMAGE PROCESSING, 1980, 12 (03) :286-308