Multimedia Content and the Semantic Web: Standards, Methods and Tools

ISBN-13: 9780470857533 / Angielski / Twarda / 2005 / 416 str.

Giorgos Stamou; Stefanos Kollias

Opis

The emerging idea of the semantic web is based on the maximum automation of the complete knowledge lifecycle processes: knowledge representation, acquisition, adaptation, reasoning, sharing and use. Text-based based browsers involve a costly information-retrieval process: descriptions are inherently subjective and usage is often confined to the specific application domain for which the descriptions were created. Automatic extracted audiovisual features are, in general, more objective, domain-independent and can be native to the audiovisual content. This book seeks to draw together in one concise volume the findings of leading researchers from around the globe. The focus, in particular, is on the MPEG-7 and MPEG-21 standards that seek to consolidate and render effective the infrastructure for the delivery and management of multimedia content.

• Provides thorough coverage of all relevant topics, including structure identification in audiovisual documents, object-based video indexing, multimedia indexing and retrieval using natural language, speech and image processing methods
• Contains detailed advice on ontology representation and querying for realizing semantics-driven applications
• Includes cutting-edge information on multimedia content description in MPEG-7 and MPEG-21
• Illustrates all theory with real-world case studies gleaned from state-of-the-art worldwide research. The contributors are pioneers in the fields of multimedia analysis and knowledge technologies

This unified, comprehensive up-to-date resource will appeal to integrators, systems suppliers, managers and consultants in the area of knowledge management and information retrieval; particularly those concerned with the automation of the semantic web. The detailed, theory-based practical advice is also essential reading for postgraduates and researchers in these fields.

Recenzje

" an informative and well–thought–out compendium of research–oriented literature the editors and respective researchers should be congratulated on a job well done." ( Computing Reviews.com, October 17, 2006)

Spis treści

List of Contributors.

Foreword (Rudi Studer).

Foreword (A. Murat Tekalp).

Introduction.

PART ONE: KNOWLEDGE AND MULTIMEDIA.

1. Multimedia Content Description in MPEG–7 and MPEG–21 (Fernando Pereira and Rik Van de Walkle).

2. Ontology Representation and Querying for Realizing Semantics–driven Applications (Boris Motik, Alexander Maedche and Raphael Volz).

3. Adding Multimedia to the Semantic Web: Building and Applying an MPEG–7 Ontology (Jane Hunter).

4. A Fuzzy Knowledge–Based System for Multimedia Applications (Vassilis Tzouvaras, Giorgos Stamou and Stefanos Kollias).

PART TWO: MULTIMEDIA CONTENT ANALYSIS.

5. Structure Identification in an Audiovisual Document (Philippe Joly).

6. Object–Based Video Indexing (Jenny Benois–Pineau).

7. Automatic Extraction and Analysis of Visual Objects Information (Xavier Gir´o, Ver´onica Vilaplana, Ferran Marqu´es, Philippe Salembier).

8. Mining the Semantics of Visual Concepts and Context (Milind R. Naphade and John R. Smith).

9. Machine Learning in Multimedia (Nemanja Petrovic, Ira Cohen and Thomas S. Huang).

PART THREE: MULTIMEDIA CONTENT MANAGEMENT SYSTEMS AND THE SEMANTIC WEB.

10. SemanticWeb Applications (Alain L´eger, Pramila Mullan, Shishir Garg and Jean Charlet).

11. Multimedia Indexing and Retrieval Using Natural Language, Speech and Image Processing Methods (Harris Papageorgiou, Prokopis Prokopidis, Athanassios Protopapas and George Carayannis).

12. Knowledge–Based Multimedia Content Indexing and Retrieval (Manolis Wallace, Yannis Avrithis, Giorgos Stamou and Stefanos Kollias).

13. Multimedia Content Indexing and Retrieval Using an Object Ontology (Ioannis Kompatsiaris, Vasileios Mezaris and Michael G. Strintzis).

14. Context–Based Video Retrieval for Life–Log Applications (Kiyoharu Aizawa and Tetsuro Hori).

Index.

O autorze

Giorgos Stamou was born in Athens in 1971. He obtained the Diploma Degree in Electrical and Computer Engineering from the National Technical University of Athens (NTUA) in 1994 and the PhD in Computational Intelligence from the Computer Science Division of NTUA in 1998. He is currently a researcher of the ICCS–NTUA. His research interests include fuzzy set theory, fuzzy system modelling and decision making, neural networks, hybrid intelligent systems, human computer interaction and image processing. Dr Stamou has published over 30 papers in international journals and proceedings of international conferences. 

Stefanos Kollias was born in Athens in 1956. He obtained his Diploma from NTUA in 1979, his M.Sc. in Communication Engineering in 1980 from UMIST in England and his Ph.D in Signal Processing from the Computer Science Division of NTUA. He is with the Electrical Engineering Department of NTUA since 1986 where he serves now as a Professor. Since 1990 he is Director of the Image, Video and Multimedia Systems Laboratory of NTUA. He has published more than 120 papers in the above fields, 50 of which in international journals. He has been a member of the Technical or Advisory Committee or invited speaker in 40 International Conferences. He is a reviewer of 10 IEEE Transactions and of 10 other journals. Ten graduate students have completed their Doctorate under his supervision, while other ten are currently performing their Ph.D. thesis. He and his team have been participating in 38 European and National projects.

Blurb

The emerging idea of the semantic web is based on the maximum automation of the complete knowledge lifecycle processes: knowledge representation, acquisition, adaptation, reasoning, sharing and use.

Text–based based browsers involve a costly information–retrieval process: descriptions are inherently subjective and usage is often confined to the specific application domain for which the descriptions were created. Automatic extracted audiovisual features are, in general, more objective, domain–independent and can be native to the audiovisual content.

This book seeks to draw together in one concise volume the findings of leading researchers from around the globe. The focus, in particular, is on the MPEG–7 and MPEG–21 standards that seek to consolidate and render effective the infrastructure for the delivery and management of multimedia content. 

• Provides thorough coverage of all relevant topics, including structure identification in audiovisual documents, object–based video indexing, multimedia indexing and retrieval using natural language, speech and image processing methods
• Contains detailed advice on ontology representation and querying for realizing semantics–driven applications
• Includes cutting–edge information on multimedia content description in MPEG–7 and MPEG–21
• Illustrates all theory with real–world case studies gleaned from state–of–the–art worldwide research. The contributors are pioneers in the fields of multimedia analysis and knowledge technologies

This unified, comprehensive up–to–date resource will appeal to integrators, systems suppliers, managers and consultants in the area of knowledge management and information retrieval; particularly those concerned with the automation of the semantic web. The detailed, theory–based practical advice is also essential reading for postgraduates and researchers in these fields.