Supporting content-based retrieval in large image database systems

被引:13
作者
Remias, E
Sheikholeslami, G
Zhang, AD
SyedaMahmood, TF
机构
[1] SUNY BUFFALO,DEPT COMP SCI,BUFFALO,NY 14260
[2] XEROX CORP,WEBSTER RES CTR,WEBSTER,NY 14580
关键词
content-based image retrieval; image database systems; texture; image decomposition; image representation; wavelet transforms;
D O I
10.1023/A:1009614331352
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we investigate approaches to supporting effective and efficient retrieval of image data based on content. We first introduce an effective block-oriented image decomposition structure which can be used to represent image content in image database systems. We then discuss the application of this image data model to content-based image retrieval. Using wavelet transforms to extract image features, significant content features can be extracted from image data through decorrelating the data in their pixel format into frequency domain. Feature vectors of images can then be constructed. Content-based image retrieval is performed by comparing the feature vectors of the query image and the decomposed segments in database images. Our experimental analysis illustrates that the proposed block-oriented image representation offers a novel decomposition structure to be used to facilitate effective and efficient image retrieval.
引用
收藏
页码:153 / 170
页数:18
相关论文
共 20 条
[1]  
ARYA M, 1993, IEEE DATA ENG B, V16, P38
[2]   A VISUAL INFORMATION MANAGEMENT-SYSTEM FOR THE INTERACTIVE RETRIEVAL OF FACES [J].
BACH, JR ;
PAUL, S ;
JAIN, R .
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 1993, 5 (04) :619-628
[3]  
Brodatz P, 1966, TEXTURES PHOTOGRAPHI
[4]   AN INTELLIGENT IMAGE DATABASE SYSTEM [J].
CHANG, SK ;
YAN, CW ;
DIMITROFF, DC ;
ARNDT, T .
IEEE TRANSACTIONS ON SOFTWARE ENGINEERING, 1988, 14 (05) :681-688
[5]  
CHANG SK, 1989, PRINCIPLES PICTORIAL
[6]  
HOU TY, 1992, IEEE C SYST MAN CYB
[7]  
LIN KI, 1994, VLDB J, V3, P517, DOI [DOI 10.1007/BF01231606], DOI 10.1007/BF01231606]
[8]   A THEORY FOR MULTIRESOLUTION SIGNAL DECOMPOSITION - THE WAVELET REPRESENTATION [J].
MALLAT, SG .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1989, 11 (07) :674-693
[10]  
RABITTI F, 1991, C INT TEXT IMAG HAND