Big data analytics for large-scale multimedia search /

Includes bibliographical references.

Part I: Feature Extraction from Big Multimedia Data: Representation Learning on Large and Small Data -- Concept-Based and Event-Based Video Search in Large Video Collections -- Big Data Multimedia Mining: Feature Extraction Facing Volume, Velocity, and Variety -- Part II: Learning Algorithms for Large-Scale Multimedia: Large-Scale Video Understanding with Limited Training Labels -- Multimodal Fusion of Big Multimedia Data -- Large-Scale Social Multimedia Analysis -- Privacy and Audiovisual Content: Protecting Users as Big Multimedia Data Grows Bigger -- Part III: Scalability in multimedia access: Data Storage and Management for Big Multimedia -- Perceptual Hashing for Large-Scale Multimedia Search -- Part IV: Applications of Large-Scale Multimedia Search: Image Tagging with Deep Learning: Fine-Grained Visual Analysis -- Visually Exploring Millions of Images using Image Maps and Graphs -- Part VI: Applications of Large-Scale Multimedia Search: Medical Decision Support Using Increasingly Large Multimodal Data Sets -- Conclusions and Future Trends -- Index.

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