Multimodal Analysis of User-Generated Multimedia Content

Rajiv Shah, Roger Zimmermann (Autoren)

Buch | Hardcover

XXII, 263 Seiten

2017 | 1st ed. 2017
Springer International Publishing (Verlag)
978-3-319-61806-7 (ISBN)

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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.

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.

Introduction.- Literature Review.- Event Understanding.- Tag Recommendation and Ranking.- Soundtrack Recommendation for UGVs.- Lecture Video Segmentation.- Adaptive News Video Uploading.- Conclusions and future work.

Erscheinungsdatum	19.09.2017
Reihe/Serie	Socio-Affective Computing
Zusatzinfo	XXII, 263 p. 63 illus., 42 illus. in color.
Verlagsort	Cham
Sprache	englisch
Maße	155 x 235 mm
Gewicht	606 g
Themenwelt	Medizin / Pharmazie ► Studium
Themenwelt	Naturwissenschaften ► Biologie ► Humanbiologie
Schlagworte	Biomedical and Life Sciences • Cognition & cognitive psychology • Cognition & cognitive psychology • Cognitive Psychology • Data Mining • data mining and knowledge discovery • Expert systems / knowledge-based systems • Medical Research • Multimedia • multimodal analysis • Neurosciences • Semantics • Semantics and Sentics Analysis • Semantics, discourse analysis, stylistics • Social Media • User-Gererated Content
ISBN-10	3-319-61806-7 / 3319618067
ISBN-13	978-3-319-61806-7 / 9783319618067
Zustand	Neuware