RF/sup */IPF: A weighting scheme for multimedia information retrieval

James Z. Wang, Yanping Du

Research output: Chapter in Book/Report/Conference proceedingConference contribution

7 Scopus citations

Abstract

The region-based approach has become a popular research trend in the field of multimedia database retrieval. We present the Region Frequency and Inverse Picture Frequency (RF/sup*/IPF) weighting, a measure developed to unify region-based multimedia retrieval systems with text-based information retrieval systems. The weighting measure gives the highest weight to regions that occur often in a small number of images in the database. These regions are considered discriminators. With this weighting measure, we can blend image retrieval techniques with TF/sup*/IDF-based text retrieval techniques for large-scale Web applications. The RF/sup*/IPF weighting has been implemented as a part of our experimental SIMPLIcity image retrieval system and tested on a database of about 200000 general-purpose images. Experiments have shown that this technique is effective in discriminating images of different semantics. Additionally, the overall similarity approach enables a simple querying interface for multimedia information retrieval systems.

Original languageEnglish (US)
Title of host publicationProceedings - 11th International Conference on Image Analysis and Processing, ICIAP 2001
PublisherIEEE Computer Society
Pages380-385
Number of pages6
ISBN (Print)076951183X, 9780769511832
DOIs
StatePublished - Jan 1 2001
Event11th International Conference on Image Analysis and Processing, ICIAP 2001 - Palermo, Italy
Duration: Sep 26 2001Sep 28 2001

Publication series

NameProceedings - 11th International Conference on Image Analysis and Processing, ICIAP 2001

Other

Other11th International Conference on Image Analysis and Processing, ICIAP 2001
CountryItaly
CityPalermo
Period9/26/019/28/01

All Science Journal Classification (ASJC) codes

  • Computer Vision and Pattern Recognition

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  • Cite this

    Wang, J. Z., & Du, Y. (2001). RF/sup */IPF: A weighting scheme for multimedia information retrieval. In Proceedings - 11th International Conference on Image Analysis and Processing, ICIAP 2001 (pp. 380-385). [957039] (Proceedings - 11th International Conference on Image Analysis and Processing, ICIAP 2001). IEEE Computer Society. https://doi.org/10.1109/ICIAP.2001.957039