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Full Description
Broad in scope, Semantic Multimedia Analysis and Processing provides a complete reference of techniques, algorithms, and solutions for the design and the implementation of contemporary multimedia systems. Offering a balanced, global look at the latest advances in semantic indexing, retrieval, analysis, and processing of multimedia, the book features the contributions of renowned researchers from around the world. Its contents are based on four fundamental thematic pillars: 1) information and content retrieval, 2) semantic knowledge exploitation paradigms, 3) multimedia personalization, and 4) human-computer affective multimedia interaction. Its 15 chapters cover key topics such as content creation, annotation and modeling for the semantic web, multimedia content understanding, and efficiency and scalability.
Fostering a deeper understanding of a popular area of research, the text:
Describes state-of-the-art schemes and applications
Supplies authoritative guidance on research and deployment issues
Presents novel methods and applications in an informative and reproducible way
Contains numerous examples, illustrations, and tables summarizing results from quantitative studies
Considers ongoing trends and designates future challenges and research perspectives
Includes bibliographic links for further exploration
Uses both SI and US units
Ideal for engineers and scientists specializing in the design of multimedia systems, software applications, and image/video analysis and processing technologies, Semantic Multimedia Analysis and Processing aids researchers, practitioners, and developers in finding innovative solutions to existing problems, opening up new avenues of research in uncharted waters.
Contents
Information and Content Retrieval. Image Retrieval Using Keywords: The Machine Learning Perspective. Visual Search for Objects in a Complex Visual Context: What We Wish to See. Visual-Semantic Context Learning for Image Classification. Restructuring Multimodal Interaction Data for Browsing and Search. Semantic Enrichment for Automatic Image Retrieval. Semantic Knowledge Exploitation and Applications. Engineering Fuzzy Ontologies for Semantic Processing of Vague Knowledge. Spatiotemporal Event Visualization on Top of Google Earth. Enrich the Expressiveness of Multimedia Document Adaptation Processes. Multimedia Personalization. When TV Meets the Web: Towards Personalised Digital Media. An Approach for Context-Aware Semantic Recommendations in Future Internet. Treating Collective Intelligence in Online Media. Semantics-Based and Time-Aware Composition of Personalized e-Commerce Services on the Cloud. Authoring of Multimedia Content: A Survey of 20 Years of Research. Human-Computer Affective Multimedia Interaction. An Overview of Affective Computing from the Physiology and Biomedical Perspective. Affective Natural Interaction Using EEG: Technologies, Applications, and Future Directions. Bibliography. Index.
