TY - GEN
T1 - Affinity relation discovery in image database clustering and content-based retrieval
AU - Shyu, Mei Ling
AU - Chen, Shu Ching
AU - Chen, Min
AU - Zhang, Chengcui
N1 - Copyright:
Copyright 2020 Elsevier B.V., All rights reserved.
PY - 2004
Y1 - 2004
N2 - 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.
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.
KW - Content-based Image Retrieval
KW - Image Database Clustering
KW - Markov Model Mediators (MMMs)
UR - http://www.scopus.com/inward/record.url?scp=13444249597&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=13444249597&partnerID=8YFLogxK
U2 - 10.1145/1027527.1027614
DO - 10.1145/1027527.1027614
M3 - Conference contribution
AN - SCOPUS:13444249597
SN - 1581138938
SN - 9781581138931
T3 - ACM Multimedia 2004 - proceedings of the 12th ACM International Conference on Multimedia
SP - 372
EP - 375
BT - ACM Multimedia 2004 - proceedings of the 12th ACM International Conference on Multimedia
PB - Association for Computing Machinery (ACM)
T2 - ACM Multimedia 2004 - proceedings of the 12th ACM International Conference on Multimedia
Y2 - 10 October 2004 through 16 October 2004
ER -