DocumentCode
3347394
Title
Interactive CBIR using RBF-based relevance feedback for WT/VQ coded images
Author
Muneesawang, Paisarn ; Guan, Ling
Author_Institution
Sch. of Electr. & Inf. Eng., Sydney Univ., NSW, Australia
Volume
3
fYear
2001
fDate
2001
Firstpage
1641
Abstract
Powerful interfaces provide great potential for retrieval systems to adapt to dynamic user needs and allow a more accurate modeling of image similarity from the users´ point of view. We propose a novel method within the interactive framework. It allows the users to directly modify the system characteristics by specifying their desired image attributes in the form of training samples. More specifically, we have adopted a radial basis function (RBF) method for implementing an adaptive metric which progressively models the notion of image similarity through continual feedback from the users. The proposed approach has been integrated into an image retrieval system using images compressed by wavelet transform and vector quantization coders. Comparisons with some of the recent systems using the standard texture database indicate that the proposed method provides the more favorable retrieval result
Keywords
content-based retrieval; image retrieval; image sampling; interactive systems; radial basis function networks; relevance feedback; transform coding; vector quantisation; visual databases; wavelet transforms; RBF; WT/VQ coded images; adaptive metric; content based image retrieval; continual feedback; dynamic user needs; image attributes; image compression; image similarity; interactive CBIR; interactive framework; interfaces; progressive modeling; radial basis function method; relevance feedback; retrieval systems; texture database; training samples; vector quantization; wavelet transform coders; Australia; Feedback; Humans; Image coding; Image retrieval; Information retrieval; Power engineering and energy; Power system modeling; Vector quantization; Wavelet transforms;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech, and Signal Processing, 2001. Proceedings. (ICASSP '01). 2001 IEEE International Conference on
Conference_Location
Salt Lake City, UT
ISSN
1520-6149
Print_ISBN
0-7803-7041-4
Type
conf
DOI
10.1109/ICASSP.2001.941251
Filename
941251
Link To Document