Affinity relation discovery in image database clustering and content-based retrieval

Mei Ling Shyu; Shu Ching Chen; Min Chen; Chengcui Zhang

doi:10.1145/1027527.1027614

Affinity relation discovery in image database clustering and content-based retrieval

Mei Ling Shyu, Shu Ching Chen, Min Chen, Chengcui Zhang

Electrical and Computer Engineering

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

10 Scopus citations

Abstract

In this paper, we propose a unified framework, called Markov Model Mediator (MMM), to facilitate image database clustering and to improve the query performance. The structure of the MMM framework consists of two hierarchical levels: local MMMs and integrated MMMs, which model the affinity relations among the images within a single image database and within a set of image databases, respectively, via an effective data mining process. The effectiveness and efficiency of the MMM framework for database clustering and image retrieval are demonstrated over a set of image databases which contain various numbers of images with different dimensions and concept categories.

Original language	English (US)
Title of host publication	ACM Multimedia 2004 - proceedings of the 12th ACM International Conference on Multimedia
Publisher	Association for Computing Machinery (ACM)
Pages	372-375
Number of pages	4
ISBN (Print)	1581138938, 9781581138931
DOIs	https://doi.org/10.1145/1027527.1027614
State	Published - 2004
Event	ACM Multimedia 2004 - proceedings of the 12th ACM International Conference on Multimedia - New York, NY, United States Duration: Oct 10 2004 → Oct 16 2004

Publication series

Name	ACM Multimedia 2004 - proceedings of the 12th ACM International Conference on Multimedia

Other

Other	ACM Multimedia 2004 - proceedings of the 12th ACM International Conference on Multimedia
Country/Territory	United States
City	New York, NY
Period	10/10/04 → 10/16/04

Keywords

Content-based Image Retrieval
Image Database Clustering
Markov Model Mediators (MMMs)

ASJC Scopus subject areas

Engineering(all)

Access to Document

10.1145/1027527.1027614

Cite this

Shyu, M. L., Chen, S. C., Chen, M., & Zhang, C. (2004). Affinity relation discovery in image database clustering and content-based retrieval. In ACM Multimedia 2004 - proceedings of the 12th ACM International Conference on Multimedia (pp. 372-375). (ACM Multimedia 2004 - proceedings of the 12th ACM International Conference on Multimedia). Association for Computing Machinery (ACM). https://doi.org/10.1145/1027527.1027614

Affinity relation discovery in image database clustering and content-based retrieval. / Shyu, Mei Ling; Chen, Shu Ching; Chen, Min; Zhang, Chengcui.

ACM Multimedia 2004 - proceedings of the 12th ACM International Conference on Multimedia. Association for Computing Machinery (ACM), 2004. p. 372-375 (ACM Multimedia 2004 - proceedings of the 12th ACM International Conference on Multimedia).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Shyu, ML, Chen, SC, Chen, M & Zhang, C 2004, Affinity relation discovery in image database clustering and content-based retrieval. in ACM Multimedia 2004 - proceedings of the 12th ACM International Conference on Multimedia. ACM Multimedia 2004 - proceedings of the 12th ACM International Conference on Multimedia, Association for Computing Machinery (ACM), pp. 372-375, ACM Multimedia 2004 - proceedings of the 12th ACM International Conference on Multimedia, New York, NY, United States, 10/10/04. https://doi.org/10.1145/1027527.1027614

Shyu ML, Chen SC, Chen M, Zhang C. Affinity relation discovery in image database clustering and content-based retrieval. In ACM Multimedia 2004 - proceedings of the 12th ACM International Conference on Multimedia. Association for Computing Machinery (ACM). 2004. p. 372-375. (ACM Multimedia 2004 - proceedings of the 12th ACM International Conference on Multimedia). https://doi.org/10.1145/1027527.1027614

Shyu, Mei Ling ; Chen, Shu Ching ; Chen, Min ; Zhang, Chengcui. / Affinity relation discovery in image database clustering and content-based retrieval. ACM Multimedia 2004 - proceedings of the 12th ACM International Conference on Multimedia. Association for Computing Machinery (ACM), 2004. pp. 372-375 (ACM Multimedia 2004 - proceedings of the 12th ACM International Conference on Multimedia).

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AB - In this paper, we propose a unified framework, called Markov Model Mediator (MMM), to facilitate image database clustering and to improve the query performance. The structure of the MMM framework consists of two hierarchical levels: local MMMs and integrated MMMs, which model the affinity relations among the images within a single image database and within a set of image databases, respectively, via an effective data mining process. The effectiveness and efficiency of the MMM framework for database clustering and image retrieval are demonstrated over a set of image databases which contain various numbers of images with different dimensions and concept categories.

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Affinity relation discovery in image database clustering and content-based retrieval

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