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A Stochastic and Content-Based Image Retrieval Mechanism

A Stochastic and Content-Based Image Retrieval Mechanism

Mei-Ling Shyu, Shu-Ching Chen, Chengcui Zhang
Copyright: © 2004 |Pages: 20
ISBN13: 9781591401568|ISBN10: 1591401569|EISBN13: 9781591401575
DOI: 10.4018/978-1-59140-156-8.ch013
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MLA

Shyu, Mei-Ling, et al. "A Stochastic and Content-Based Image Retrieval Mechanism." Multimedia Systems and Content-Based Image Retrieval, edited by Sagarmay Deb, IGI Global, 2004, pp. 302-321. https://doi.org/10.4018/978-1-59140-156-8.ch013

APA

Shyu, M., Chen, S., & Zhang, C. (2004). A Stochastic and Content-Based Image Retrieval Mechanism. In S. Deb (Ed.), Multimedia Systems and Content-Based Image Retrieval (pp. 302-321). IGI Global. https://doi.org/10.4018/978-1-59140-156-8.ch013

Chicago

Shyu, Mei-Ling, Shu-Ching Chen, and Chengcui Zhang. "A Stochastic and Content-Based Image Retrieval Mechanism." In Multimedia Systems and Content-Based Image Retrieval, edited by Sagarmay Deb, 302-321. Hershey, PA: IGI Global, 2004. https://doi.org/10.4018/978-1-59140-156-8.ch013

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Abstract

Multimedia information, typically image information, is growing rapidly across the Internet and elsewhere. To keep pace with the increasing volumes of image information, new techniques need to be investigated to retrieve images intelligently and efficiently. Content-based image retrieval (CBIR) is always a challenging task. In this chapter, a stochastic mechanism, called Markov Model Mediator (MMM), is used to facilitate the searching and retrieval process for content-based image retrieval, which serves as the retrieval engine of the CBIR systems and uses stochastic-based similarity measures. Different from the common methods, our stochastic mechanism carries out the searching and similarity computing process dynamically, taking into consideration not only the image content features but also other characteristics of images such as their access frequencies and access patterns. Our experimental results demonstrate that the MMM mechanism together with the stochastic process can assist in retrieving more accurate results for user queries.

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