Content-based image retrieval using moment-preserving edge detection

被引:18
作者
Cheng, SC [1 ]
机构
[1] Natl Kaohsiung First Univ Sci & Technol, Dept Comp & Commun Engn, Kaohsiung 824, Taiwan
关键词
content-based image retrieval; edge feature; moment-preserving technique;
D O I
10.1016/S0262-8856(03)00095-7
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A content-based image retrieval algorithm based on a new edge detection technique is proposed. Both the query and database images are divided into non-overlapping square blocks and coded by the mean in each uniform block and by edge information in each non-uniform block. The coded blocks of a query image are then used to find matches from an image database. The edge feature in a given block is detected by applying the moment-preserving principle to the image data. The edge directions are approximated by multiples of 45degrees to speed up the matching process without introducing obvious distortion. For a larger database, a selective filtering strategy based on the visual-pattern histograms is also described to further speed up the retrieval process. The solution to the edge detection problem in a given block is also analytic. This algorithm can be performed very fast for large database applications with no need for special hardware. (C) 2003 Elsevier B.V. All rights reserved.
引用
收藏
页码:809 / 826
页数:18
相关论文
共 24 条
[1]   IMAGE COMPRESSION BY MOMENT-PRESERVING EDGE-DETECTION [J].
CHENG, SC ;
TSAI, WH .
PATTERN RECOGNITION, 1994, 27 (11) :1439-1449
[2]   IMAGE COMPRESSION USING BLOCK TRUNCATION CODING [J].
DELP, EJ ;
MITCHELL, OR .
IEEE TRANSACTIONS ON COMMUNICATIONS, 1979, 27 (09) :1335-1342
[3]  
Faloutsos C, 1994, J INTELLIGENT SYSTEM, V1, P95
[4]  
FLICKNER M, 1995, IEEE COMPUT, V28, P23, DOI DOI 10.1109/2.410146
[5]  
HUANG J, 1997, IEEE COMP SOC C COMP, P744, DOI DOI 10.1109/CVPR.1997.609412
[6]   Retrieval by classification of images containing large manmade objects using perceptual grouping [J].
Iqbal, Q ;
Aggarwal, JK .
PATTERN RECOGNITION, 2002, 35 (07) :1463-1479
[7]   Image retrieval using color and shape [J].
Jain, AK ;
Vailaya, A .
PATTERN RECOGNITION, 1996, 29 (08) :1233-1244
[8]  
JAIN K, 1991, FUNDAMENTALS DIGITAL
[9]   DETECTING BOUNDARIES IN A VECTOR FIELD [J].
LEE, HC ;
COK, DR .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1991, 39 (05) :1181-1194
[10]   Texture features for browsing and retrieval of image data [J].
Manjunath, BS ;
Ma, WY .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1996, 18 (08) :837-842