Fast multiresolution image querying

Charles E. Jacobs, Adam Finkelstein, David H. Salesin

Research output: Contribution to conferencePaper

477 Scopus citations

Abstract

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 hand-drawn 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.

Original languageEnglish (US)
Pages277-286
Number of pages10
StatePublished - Jan 1 1995
Externally publishedYes
EventProceedings of the 22nd Annual ACM Conference on Computer Graphics and Interactive Techniques - Los Angeles, CA, USA
Duration: Aug 9 1995Aug 11 1995

Other

OtherProceedings of the 22nd Annual ACM Conference on Computer Graphics and Interactive Techniques
CityLos Angeles, CA, USA
Period8/9/958/11/95

All Science Journal Classification (ASJC) codes

  • Computer Science(all)

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  • Cite this

    Jacobs, C. E., Finkelstein, A., & Salesin, D. H. (1995). Fast multiresolution image querying. 277-286. Paper presented at Proceedings of the 22nd Annual ACM Conference on Computer Graphics and Interactive Techniques, Los Angeles, CA, USA, .