Multimedia Content Analysis
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Beschreibung
This textbook covers the theoretical backgrounds and practical aspects of image, video and audio feature expression, e.g., color, texture, edge, shape, salient point and area, motion, 3D structure, audio/sound in time, frequency and cepstral domains, structure and melody. Up-to-date algorithms for estimation, search, classification and compact expression of feature data are described in detail. Concepts of signal decomposition (such as segmentation, source tracking and separation), as well as composition, mixing, effects, and rendering, are discussed. Numerous figures and examples help to illustrate the aspects covered. The book was developed on the basis of a graduate-level university course, and most chapters are supplemented by problem-solving exercises. The book is also a self-contained introduction both for researchers and developers of multimedia content analysis systems in industry.
This textbook covers the theoretical backgrounds and practical aspects of image, video and audio feature expression, e.g., color, texture, edge, shape, salient point and area, motion, 3D structure, audio/sound in time, frequency and cepstral domains, structure and melody. Up-to-date algorithms for estimation, search, classification and compact expression of feature data are described in detail. Concepts of signal decomposition (such as segmentation, source tracking and separation), as well as composition, mixing, effects, and rendering, are discussed. Numerous figures and examples help to illustrate the aspects covered. The book was developed on the basis of a graduate-level university course, and most chapters are supplemented by problem-solving exercises. The book is also a self-contained introduction both for researchers and developers of multimedia content analysis systems in industry.
Establishes a unique view of content analysis over image, video and audio signals, implicitly opening the path towards multimodality Treats up-to-date computer vision algorithms with emphasis on analyzing and searching for content in multimedia applications, but not restricted to those Links feature analysis with concepts from information theory, to support efficient representation and compression of feature data, as well as efficient search and classification Includes supplementary material: sn.pub/extras
Autor*in
Jens-Rainer Ohm
Themen in »Multimedia Content Analysis«
Audio, Image and Video Feature Extraction Multimedia Signal Processing Multimodal Signal Analysis Signal and Parameter Estimation Feature Transformation and Representation Feature Based Retrieval and Classification Multimedia Signal Segmentation and Source Separation Multimedia Signal composition and Rendering