A Center-Surround Histogram for content-based image retrieval

被引:4
作者
Konstantinidis, Konstantinos [1 ]
Vonikakis, Vasileios [1 ]
Panitsidis, Georgios [1 ]
Andreadis, Ioannis [1 ]
机构
[1] Democritus Univ Thrace, Elect Lab, Dept Elect & Comp Engn, GR-67100 Xanthi, Greece
关键词
Color histogram; Image analysis; Image retrieval; Edge detection; Difference of Gaussians; HVS; COLOR; TEXTURE; PERFORMANCE; DISTANCE;
D O I
10.1007/s10044-011-0217-y
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, a new type of histogram which incorporates only the visual information surrounding the edges of the image is introduced. The edge extraction operation is performed with the use of a center-surround operator of the Human Visual System. The proposed Center-Surround Histogram (CSH) has two main advantages over the classic histogram. First, it reduces the amount of visual information that needs to be processed and second, it incorporates a degree of spatial information when used in content based image retrieval applications. The method is compared with other contemporary image retrieval methods, including that of another edge color histogram, on two different databases. The comparison shows that the use of CSH exhibits better results in shorter execution times.
引用
收藏
页码:251 / 260
页数:10
相关论文
共 37 条
[1]  
[Anonymous], IMAGE DATABASES SEAR
[2]  
[Anonymous], 1999, Visual Information Retrieval
[3]  
[Anonymous], 2006, Digital Image Processing
[4]  
Carson C., 1999, PROC 3 INT C VISUAL, P509, DOI DOI 10.1007/3-540-48762-X_63
[5]   Image classification using color, texture and regions [J].
Cheng, YC ;
Chen, SY .
IMAGE AND VISION COMPUTING, 2003, 21 (09) :759-776
[6]   Integrated color, texture and shape information for content-based image retrieval [J].
Choras, Ryszard S. ;
Andrysiak, Tomasz ;
Choras, Michal .
PATTERN ANALYSIS AND APPLICATIONS, 2007, 10 (04) :333-343
[7]   A multiscale approach to texture-based image retrieval [J].
Fauzi, Mohammad Faizal Ahmad ;
Lewis, Paul H. .
PATTERN ANALYSIS AND APPLICATIONS, 2008, 11 (02) :141-157
[8]   Automatic texture segmentation for content-based image retrieval application [J].
Fauzi, Mohammad Faizal Ahmad ;
Lewis, Paul H. .
PATTERN ANALYSIS AND APPLICATIONS, 2006, 9 (04) :307-323
[9]  
Fukunaga K, 1990, INTRO STAT PATTERN R, V2nd
[10]  
Gagliardi I., 1997, New Review of Hypermedia and Multimedia, V3, P201, DOI 10.1080/13614569708914690