Performance evaluation of cross-diagonal texture matrix method of texture analysis

被引:44
作者
Al-Janobi, A [1 ]
机构
[1] King Saud Univ, Coll Agr, Dept Agr Engn, Riyadh 11451, Saudi Arabia
关键词
textural features; co-occurrence matrix; texture spectrum; cross-diagonal texture matrix; texture classification;
D O I
10.1016/S0031-3203(99)00206-X
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 presents a new texture analysis method incorporating with the properties of both the gray-level co-occurrence matrix (GLCM) and texture spectrum (TS) methods. The co-occurrence features extracted from the cross-diagonal texture matrix provide complete texture information about an image. The performance of these features in discriminating the texture aspects of pictorial images has been evaluated. The textural features from the GLCM and TS have been used for comparison in discriminating some of Brodatz's natural texture images. The classification error was 2.4% with features from the cross-diagonal texture matrix, whereas the errors were 18.9 and 38.7% with features from the GLCM and TS, respectively. (C) 2000 Pattern Recognition Society. Published by Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:171 / 180
页数:10
相关论文
共 33 条
[1]  
[Anonymous], TEXTURE PHOTOGRAPHIC
[2]   New texture features based on the complexity curve [J].
Baheerathan, S ;
Albregtsen, F ;
Danielsen, HE .
PATTERN RECOGNITION, 1999, 32 (04) :605-618
[3]   MULTICHANNEL TEXTURE ANALYSIS USING LOCALIZED SPATIAL FILTERS [J].
BOVIK, AC ;
CLARK, M ;
GEISLER, WS .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1990, 12 (01) :55-73
[4]   Texture analysis and classification with tree-structured wavelet transform [J].
Chang, Tianhorng ;
Kuo, C. -C. Jay .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1993, 2 (04) :429-441
[5]   STATISTICAL GEOMETRICAL FEATURES FOR TEXTURE CLASSIFICATION [J].
CHEN, YQ ;
NIXON, MS ;
THOMAS, DW .
PATTERN RECOGNITION, 1995, 28 (04) :537-552
[6]   On texture classification [J].
Chen, YQ ;
Nixon, MS ;
Thomas, DW .
INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 1997, 28 (07) :669-682
[7]  
CHEN YQ, 1994, P 1 IEEE INT C IM PR, V3, P445
[8]  
Conners R. W., 1979, Proceedings of the 1979 IEEE Computer Society Conference on Pattern Recognition and Image Processing, P382
[9]   MARKOV RANDOM FIELD TEXTURE MODELS [J].
CROSS, GR ;
JAIN, AK .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1983, 5 (01) :25-39
[10]   POLAROGRAMS - A NEW TOOL FOR IMAGE TEXTURE ANALYSIS [J].
DAVIS, LS .
PATTERN RECOGNITION, 1981, 13 (03) :219-223