Multimodal Analysis of User-Generated Multimedia Content
Authors: Shah, Rajiv, Zimmermann, Roger
Free Preview- Detailed summary of multimodal analysis of user-generated multimedia content literature
- Proposed frameworks for several significant multimedia systems based on user-generated content
- Leveraging multimodal information in solving several significant multimedia analytics problems
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- About this book
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This book presents a summary of the multimodal analysis of user-generated multimedia content (UGC). Several multimedia systems and their proposed frameworks are also discussed. First, improved tag recommendation and ranking systems for social media photos, leveraging both content and contextual information, are presented. Next, we discuss the challenges in determining semantics and sentics information from UGC to obtain multimedia summaries. Subsequently, we present a personalized music video generation system for outdoor user-generated videos. Finally, we discuss approaches for multimodal lecture video segmentation techniques. This book also explores the extension of these multimedia system with the use of heterogeneous continuous streams.
- About the authors
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Rajiv Ratn Shah received his B.Sc. with honors in Mathematics from Banaras Hindu University, India in 2005. He received his M.Tech. in Computer Technology and Applications from Delhi Technological University, India in 2010. Prior joining Indraprastha Institute of Information Technology Delhi (IIIT Delhi), India as an assistant professor, Dr Shah has received his Ph.D. in Computer Science from the National University of Singapore, Singapore. Currently, he is also working as a research fellow in living analytics research centre (LARC) at the Singapore Management University, Singapore. His research interests include the multimodal analysis of user-generated multimedia content in the support of social media applications, multimodal event detection and recommendation, and multimedia analysis, search, and retrieval. Dr Shah is the recipient of several awards, including the runner-up in the Grand Challenge competition of ACM International Conference on Multimedia. He is involved in reviewing of many top-tier international conferences and journals. He has published several research work in top-tier conferences and journals such as Springer MultiMedia Modeling, ACM International Conference on Multimedia, IEEE International Symposium on Multimedia, and Elsevier Knowledge-Based Systems.
- Table of contents (8 chapters)
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Introduction
Pages 1-30
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Literature Review
Pages 31-57
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Event Understanding
Pages 59-99
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Tag Recommendation and Ranking
Pages 101-138
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Soundtrack Recommendation for UGVs
Pages 139-171
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Table of contents (8 chapters)
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Bibliographic Information
- Bibliographic Information
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- Book Title
- Multimodal Analysis of User-Generated Multimedia Content
- Authors
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- Rajiv Shah
- Roger Zimmermann
- Series Title
- Socio-Affective Computing
- Series Volume
- 6
- Copyright
- 2017
- Publisher
- Springer International Publishing
- Copyright Holder
- The Editor(s) (if applicable) and The Author(s)
- eBook ISBN
- 978-3-319-61807-4
- DOI
- 10.1007/978-3-319-61807-4
- Hardcover ISBN
- 978-3-319-61806-7
- Softcover ISBN
- 978-3-319-87168-4
- Series ISSN
- 2509-5706
- Edition Number
- 1
- Number of Pages
- XXII, 263
- Number of Illustrations
- 21 b/w illustrations, 42 illustrations in colour
- Topics
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