NDLI: Concept-concept association information integration and multi-model collaboration for multimedia semantic concept detection

Content Provider	Springer Nature Link
Author	Meng, Tao Shyu, Mei Ling
Copyright Year	2013
Abstract	The recent development of the digital camera technology and the popularity of social network websites such as Facebook and Youtube have created huge amounts of multimedia data. Multimedia information is ubiquitous and essential in many applications. In order to fill the gap between data and application requirements (or the so-called semantic gap), advanced methods and tools are needed to automatically mine and annotate high-level concepts to assist in associating the low-level features to the high-level concepts directly. It has been shown that concept-concept association can be effective in bridging the semantic gap in multimedia data. In this paper, a concept-concept association information integration and multi-model collaboration framework is proposed to enhance high-level semantic concept detection from multimedia data. Several experiments are conducted and the comparison results demonstrate that the proposed framework outperforms those approaches in the comparison in terms of the Mean Average Precision (MAP) values.
Starting Page	787
Ending Page	799
Page Count	13
File Format	PDF
ISSN	13873326
Journal	Information Systems Frontiers
Volume Number	16
Issue Number	5
e-ISSN	15729419
Language	English
Publisher	Springer US
Publisher Date	2013-04-06
Publisher Place	Boston
Access Restriction	One Nation One Subscription (ONOS)
Subject Keyword	Multi-model collaboration Semantic gap Association information integration Concept detection Business Information Systems Management of Computing and Information Systems Systems Theory, Control Operations Research/Decision Theory
Content Type	Text
Resource Type	Article
Subject	Theoretical Computer Science Computer Networks and Communications Information Systems Software

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1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
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3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
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