Multimedia Semantics : Metadata, Analysis and Interaction.
In this book, the authors present the latest research results in the multimedia and semantic web communities, bridging the "Semantic Gap"This book explains, collects and reports on the latest research results that aim at narrowing the so-called multimedia "Semantic Gap": the larg...
Clasificación: | Libro Electrónico |
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Autor principal: | |
Otros Autores: | , |
Formato: | Electrónico eBook |
Idioma: | Inglés |
Publicado: |
Hoboken :
John Wiley & Sons,
2011.
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Temas: | |
Acceso en línea: | Texto completo |
Tabla de Contenidos:
- Cover; Title Page; Copyright; Foreword; List of Figures; List of Tables; List of Contributors; Chapter 1: Introduction; Chapter 2: Use Case Scenarios; 2.1 Photo Use Case; 2.2 Music Use Case; 2.3 Annotation in Professional Media Production and Archiving; 2.4 Discussion; Acknowledgements; Chapter 3: Canonical Processes of Semantically Annotated Media Production; 3.1 Canonical Processes; 3.2 Example Systems; 3.3 Conclusion and Future Work; Chapter 4: Feature Extraction for Multimedia Analysis; 4.1 Low-Level Feature Extraction; 4.2 Feature Fusion and Multi-modality; 4.3 Conclusion.
- Chapter 5: Machine Learning Techniques for Multimedia Analysis; 5.1 Feature Selection; 5.2 Classification; 5.3 Classifier Fusion; 5.4 Conclusion; Chapter 6: Semantic Web Basics; 6.1 The Semantic Web; 6.2 RDF; 6.3 RDF Schema; 6.4 Data Models; 6.5 Linked Data Principles; 6.6 Development Practicalities; Chapter 7: Semantic Web Languages; 7.1 The Need for Ontologies on the Semantic Web; 7.2 Representing Ontological Knowledge Using OWL; 7.3 A Language to Represent Simple Conceptual Vocabularies: SKOS; 7.4 Querying on the Semantic Web; Chapter 8: Multimedia Metadata Standards; 8.1 Selected Standards.
- 8.2 Comparison; 8.3 Conclusion; Chapter 9: The Core Ontology for Multimedia; 9.1 Introduction; 9.2 A Multimedia Presentation for Granddad; 9.3 Related Work; 9.4 Requirements for Designing a Multimedia Ontology; 9.5 A Formal Representation for MPEG-7; 9.6 Granddad's Presentation Explained by COMM; 9.7 Lessons Learned; 9.8 Conclusion; Chapter 10: Knowledge-Driven Segmentation and Classification; 10.1 Related Work; 10.2 Semantic Image Segmentation; 10.3 Using Contextual Knowledge to Aid Visual Analysis; 10.4 Spatial Context and Optimization; 10.5 Conclusions.
- Chapter 11: Reasoning for Multimedia Analysis; 11.1 Fuzzy DL Reasoning; 11.2 Spatial Features for Image Region Labeling; 11.3 Fuzzy Rule Based Reasoning Engine; 11.4 Reasoning over Resources Complementary to Audiovisual Streams; Chapter 12: Multi-Modal Analysis for Content Structuring and Event Detection; 12.1 Moving Beyond Shots for Extracting Semantics; 12.2 A Multi-Modal Approach; 12.3 Case Studies; 12.4 Case Study 1: Field Sports; 12.5 Case Study 2: Fictional Content; 12.6 Conclusions and Future Work; Chapter 13: Multimedia Annotation Tools; 13.1 State of the Art.
- 13.2 SVAT: Professional Video Annotation; 13.3 KAT: Semi-automatic, Semantic Annotation of Multimedia Content; 13.4 Conclusions; Chapter 14: Information Organization Issues in Multimedia Retrieval Using Low-Level Features; 14.1 Efficient Multimedia Indexing Structures; 14.2 Feature Term Based Index; 14.3 Conclusion and Future Trends; Acknowledgement; Chapter 15: The Role of Explicit Semantics in Search and Browsing; 15.1 Basic Search Terminology; 15.2 Analysis of Semantic Search; 15.3 Use Case A: Keyword Search in ClioPatria; 15.4 Use Case B: Faceted Browsing in ClioPatria; 15.5 Conclusions.