Color-Texture-Based Image Retrieval System Using Gaussian Markov Random Field Model

被引:2
作者
Tsai, Meng-Hsiun [1 ]
Chan, Yung-Kuan [1 ]
Wang, Jiun-Shiang [2 ]
Guo, Shu-Wei [2 ]
Wu, Jiunn-Lin [2 ]
机构
[1] Natl Chung Hsing Univ, Dept Management Informat Syst, Taichung 402, Taiwan
[2] Natl Chung Hsing Univ, Dept Comp Sci & Engn, Taichung 402, Taiwan
关键词
CLASSIFICATION; ALGORITHM;
D O I
10.1155/2009/410243
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The techniques of K-means algorithm and Gaussian Markov random field model are integrated to provide a Gaussian Markov random field model (GMRFM) feature which can describe the texture information of different pixel colors in an image. Based on this feature, an image retrieval method is also provided to seek the database images most similar to a given query image. In this paper, a genetic-based parameter detector is presented to decide the fittest parameters used by the proposed image retrieval method, as well. The experimental results manifested that the image retrieval method is insensitive to the rotation, translation, distortion, noise, scale, hue, light, and contrast variations, especially distortion, hue, and contrast variations. Copyright (C) 2009 Meng-Hsiun Tsai et al.
引用
收藏
页数:17
相关论文
共 28 条
[1]  
Ballerini L., 2009, LECT NOTES COMPUTER, V5853
[2]  
CHAN DYM, 1999, LECT NOTES COMPUTER, V1614, P557
[3]   Advanced obfuscation techniques for Java']Java bytecode [J].
Chan, JT ;
Yang, W .
JOURNAL OF SYSTEMS AND SOFTWARE, 2004, 71 (1-2) :1-10
[4]   Structural damage localization using spatial wavelet packet signature [J].
Chang, CC ;
Sun, Z .
SMART STRUCTURES AND SYSTEMS, 2005, 1 (01) :29-46
[5]   CLASSIFICATION OF TEXTURES USING GAUSSIAN MARKOV RANDOM-FIELDS [J].
CHELLAPPA, R ;
CHATTERJEE, S .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1985, 33 (04) :959-963
[6]  
Chellappa R., 1985, PROGR PATTERN RECOGN, V2, P79
[7]  
Choi SM, 1997, IEEE T MED IMAGING, V16, P887
[8]   CLASSIFICATION OF ROTATED AND SCALED TEXTURED IMAGES USING GAUSSIAN MARKOV RANDOM FIELD MODELS [J].
COHEN, FS ;
FAN, ZG ;
PATEL, MA .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1991, 13 (02) :192-202
[9]   Fuzzy color histogram and its use in color image retrieval [J].
Han, J ;
Ma, KK .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2002, 11 (08) :944-952
[10]   Design of a two-stage content-based image retrieval system using texture similarity [J].
Huang, PW ;
Dai, SK .
INFORMATION PROCESSING & MANAGEMENT, 2004, 40 (01) :81-96