Iconic pictorial retrieval using multiple attributes and spatial relationships

被引:7
作者
Sung, Sam Y. [1 ]
Hu, Tianming [1 ]
机构
[1] Natl Univ Singapore, Dept Comp Sci, Singapore 119260, Singapore
关键词
content-based indexing; information retrieval; pattern recognition; knowledge base system; image database;
D O I
10.1016/j.knosys.2006.05.013
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This work is on the use of multiple attributes or features and spatial relationships, with the help of a user interface based on an iconic paradigm, to retrieve images represented by iconic pictures. An icon has texture, color, and text attributes. Texture is represented by three statistical textural properties, namely, coarseness, contrast, and directionality. For text, the vector space model is used. For color, a representation based on a modified color histogram method which is less storage-intensive is proposed. The final icon similarity is the combination of the attribute similarity values using a proven adaptive algorithm. 2-D strings and its variants are commonly used to represent spatial relationships and perform spatial reasoning. We extended the method to include similarity ranking by using different similarity functions for different spatial relationships and an efficient embedding algorithm. Furthermore, our method solves the problem of query expressiveness which all methods based on 2-D string representations suffer from. (c) 2006 Elsevier B.V. All rights reserved.
引用
收藏
页码:687 / 695
页数:9
相关论文
共 24 条
[1]   An image retrieval system with automatic query modification [J].
Aggarwal, G ;
Ashwin, TV ;
Ghosal, S .
IEEE TRANSACTIONS ON MULTIMEDIA, 2002, 4 (02) :201-214
[2]  
[Anonymous], 1988, AUTOMATIC TEXT PROCE
[3]   A graphical query language: VISUAL and its query processing [J].
Balkir, NH ;
Ozsoyoglu, G ;
Ozsoyoglu, ZM .
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2002, 14 (05) :955-978
[4]  
BATINI C, 1992, VISUAL QUERY SYSTEMS
[5]  
BELKIN NJ, 1987, ANNU REV INFORM SCI, V22, P109
[6]  
CHANG JW, 1997, P ACM CIKM C LAS VEG, P169
[7]   AN INTELLIGENT IMAGE DATABASE SYSTEM [J].
CHANG, SK ;
YAN, CW ;
DIMITROFF, DC ;
ARNDT, T .
IEEE TRANSACTIONS ON SOFTWARE ENGINEERING, 1988, 14 (05) :681-688
[8]   ICONIC INDEXING BY 2-D STRINGS [J].
CHANG, SK ;
SHI, QY ;
YAN, CW .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1987, 9 (03) :413-428
[9]  
CHANG SK, 1989, PRINCIPLES PICTORIAL
[10]  
Del Bimbo A., 1997, P 2 INT C VIS INF SY, P125