Multimedia Content Analysis [electronic resource] / by Jens Ohm.
By: Ohm, Jens [author.].
Contributor(s): SpringerLink (Online service).
Material type: BookSeries: Signals and Communication Technology: Publisher: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer, 2016Description: X, 417 p. 171 illus. online resource.Content type: text Media type: computer Carrier type: online resourceISBN: 9783662528280.Subject(s): Engineering | Coding theory | Electrical engineering | Engineering | Communications Engineering, Networks | Coding and Information Theory | Signal, Image and Speech ProcessingAdditional physical formats: Printed edition:: No titleDDC classification: 621.382 Online resources: Click here to access onlineIntroduction -- Preprocessing -- Signal and Parameter Estimation -- Features of Multimedia Signals -- Feature Transforms and Classification -- Signal Decomposition -- Signal Composition, Rendering and Presentation.
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. .
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