DocumentCode
2636507
Title
Wavelet based multiresolution histogram for fast image retrieval
Author
Jain, Pawan ; Merchant, S.N.
Author_Institution
Dept. of Electr. Eng., Indian Inst. of Technol., Bombay, India
Volume
2
fYear
2003
fDate
15-17 Oct. 2003
Firstpage
581
Abstract
An important task in most content-based image retrieval (CBIR) systems is similarity matching. Similarity matching requires feature vector distance computation for each candidate image in an image database. Conventional algorithms based on exhaustive search are highly time consuming and inefficient. With the rapid increase in database size, there is a growing need for a fast and efficient retrieval system. A multiresolution data-structure based approach provides a good solution to the problem, but there is still scope for improvement. We propose a wavelet based multiresolution data-structure algorithm for faster image searching. The proposed approach reduces computation by around 50% over the multiresolution data-structure algorithm. In the proposed approach, we reuse the information obtained at lower resolution levels for similarity matching at higher resolution levels. This algorithm also saves disk storage space by about 50% over the multiresolution data-structure approach. The proposed approach can be easily combined with existing algorithms for further performance enhancement. We use the proposed approach to match similarity between luminance histograms for image retrieval.
Keywords
content-based retrieval; data structures; image matching; image resolution; image retrieval; visual databases; wavelet transforms; content-based image retrieval; content-based retrieval; exhaustive search; feature vector distance; image database; luminance histograms; multiresolution data-structure based approach; similarity matching; wavelet based multiresolution histogram; Computational efficiency; Content based retrieval; Histograms; Image databases; Image resolution; Image retrieval; Indexing; Information retrieval; Software libraries; Spatial databases;
fLanguage
English
Publisher
ieee
Conference_Titel
TENCON 2003. Conference on Convergent Technologies for the Asia-Pacific Region
Print_ISBN
0-7803-8162-9
Type
conf
DOI
10.1109/TENCON.2003.1273231
Filename
1273231
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