Multiresolution Wavelet Decompositions for Content Based Image Retrieval.
Author(s) -
Bhushan V. Patil,
Shailaja A. Patil,
Smital D. Patil,
Manisha B. Barawkar
Publication year - 2010
Publication title -
international journal of computer applications
Language(s) - English
Resource type - Journals
ISSN - 0975-8887
DOI - 10.5120/15-122
Subject(s) - computer science , wavelet , content (measure theory) , multiresolution analysis , image (mathematics) , content based image retrieval , artificial intelligence , information retrieval , computer vision , wavelet transform , pattern recognition (psychology) , image retrieval , discrete wavelet transform , mathematics , mathematical analysis
We present a method for searching in an image database using a query image that is similar to the intended target. The query image may be a handdrawn sketch or a potentially low-quality) scan of the image to be retrieved. Our searching algorithm makes use of multiresolution wavelet decompositions of the query and database images. The coefficients of these decompositions are distilled into small “signatures” for each image. We introduce an “image querying metric” that operates on these signatures. This metric essentially compares how many significant wavelet coefficients the query has in common with potential targets. The metric includes parameters that can be tuned, using a statistical analysis, to accommodate the kinds of image distortions found in different types of image queries. The resulting algorithm is simple, requires very little storage overhead for the database of signatures, and is fast enough to be performed on a database of 20,000 images at interactive rates (on standard desktop machines) as a query is sketched. Our experiments with hundreds of queries in databases of 1000 and 20,000 images show dramatic improvement, in both speed and success rate, over using a conventional L1, L2, or color histogram norm. Patil Bhushan V. lecturer in E & T C Dept. R.C.Patel Institute Of Technology,Shirpur.(M.S) Shailaja A.Patil Lecturer in E & T C Dept. R.C.Patel Institute Of Technology,Shirpur (M.S) Smital D.Patil. lecturer in E & T C Dept. R.C.Patel Institute Of Technology,Shirpur.(M.S) Manisha B.Barawkar. lecutrer in E & T C Dept. R.C.Patel Institute Of Technolgy,Shirpur (M.S) The full text of the article is not available in the cache. Kindly refer the IJCA digital library at www.ijcaonline.org for the complete article. In case, you face problems while downloading the full-text, please send a mail to editor at editor@ijcaonline.org
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