03789nam 22007695 450 991029970180332120200701215605.03-662-44526-310.1007/978-3-662-44526-6(CKB)3710000000228769(EBL)1968562(OCoLC)908090041(SSID)ssj0001353965(PQKBManifestationID)11758980(PQKBTitleCode)TC0001353965(PQKBWorkID)11322606(PQKB)10814132(DE-He213)978-3-662-44526-6(MiAaPQ)EBC1968562(PPN)18135456X(EXLCZ)99371000000022876920140904d2015 u| 0engur|n|---|||||txtccrHigh-Dimensional and Low-Quality Visual Information Processing From Structured Sensing and Understanding /by Yue Deng1st ed. 2015.Berlin, Heidelberg :Springer Berlin Heidelberg :Imprint: Springer,2015.1 online resource (108 p.)Springer Theses, Recognizing Outstanding Ph.D. Research,2190-5053Description based upon print version of record.3-662-44525-5 Includes bibliographical references and index.Introduction -- Sparse Structure for Visual Signal Sensing -- Graph Structure for Visual Signal Sensing -- Discriminative Structure for Visual Signal Understanding -- Information Theoretic Structure for Visual Signal Understanding -- Conclusions.This thesis primarily focuses on how to carry out intelligent sensing and understand the high-dimensional and low-quality visual information. After exploring the inherent structures of the visual data, it proposes a number of computational models covering an extensive range of mathematical topics, including compressive sensing, graph theory, probabilistic learning and information theory. These computational models are also applied to address a number of real-world problems including biometric recognition, stereo signal reconstruction, natural scene parsing, and SAR image processing.Springer Theses, Recognizing Outstanding Ph.D. Research,2190-5053Signal processingImage processingSpeech processing systemsOptical data processingData structures (Computer science)Data miningSignal, Image and Speech Processinghttps://scigraph.springernature.com/ontologies/product-market-codes/T24051Image Processing and Computer Visionhttps://scigraph.springernature.com/ontologies/product-market-codes/I22021Data Structures and Information Theoryhttps://scigraph.springernature.com/ontologies/product-market-codes/I15009Data Mining and Knowledge Discoveryhttps://scigraph.springernature.com/ontologies/product-market-codes/I18030Signal processing.Image processing.Speech processing systems.Optical data processing.Data structures (Computer science)Data mining.Signal, Image and Speech Processing.Image Processing and Computer Vision.Data Structures and Information Theory.Data Mining and Knowledge Discovery.005.74006.312006.37006.6Deng Yueauthttp://id.loc.gov/vocabulary/relators/aut739866BOOK9910299701803321High-Dimensional and Low-Quality Visual Information Processing1466012UNINA