LEADER 05830nam 22007095 450 001 9910299890803321 005 20200629131014.0 010 $a3-319-66330-5 024 7 $a10.1007/978-3-319-66330-2 035 $a(CKB)4340000000223379 035 $a(DE-He213)978-3-319-66330-2 035 $a(MiAaPQ)EBC5163213 035 $a(PPN)221252274 035 $a(EXLCZ)994340000000223379 100 $a20171128d2018 u| 0 101 0 $aeng 135 $aurnn|008mamaa 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aMathematical Models for Remote Sensing Image Processing $eModels and Methods for the Analysis of 2D Satellite and Aerial Images /$fedited by Gabriele Moser, Josiane Zerubia 205 $a1st ed. 2018. 210 1$aCham :$cSpringer International Publishing :$cImprint: Springer,$d2018. 215 $a1 online resource (X, 441 p. 139 illus.) 225 1 $aSignals and Communication Technology,$x1860-4862 311 $a3-319-66328-3 320 $aIncludes bibliographical references at the end of each chapters. 327 $aMathematical models and methods for remote sensing image analysis: an introduction -- Models for hyperspectral image analysis: from unmixing to object-based classi?cation -- Very high spatial resolution optical imagery: tree-based methods and multi-temporal models for mining and analysis -- Very high resolution and interferometric SAR: Markovian and patch-based non-local mathematical models -- Polarimetric SAR modelling: Mellin kind statistics and time-frequency analysis -- Remote sensing data fusion: guided ?lter-based hyperspectral pansharpening and graph-based feature-level fusion -- ?Remote sensing data fusion: Markov models and mathematical morphology for multisensor, multiresolution, and multiscale image classi?cation -- Change detection in multitemporal images through single-and multi-scale approaches -- Satellite image time series: mathematical models for data mining and missing data restoration -- Advances in kernel machines for image classification and biophysical parameter retrieval. 330 $aThis book maximizes reader insights into the field of mathematical models and methods for the processing of two-dimensional remote sensing images. It presents a broad analysis of the field, encompassing passive and active sensors, hyperspectral images, synthetic aperture radar (SAR), interferometric SAR, and polarimetric SAR data. At the same time, it addresses highly topical subjects involving remote sensing data types (e.g., very high-resolution images, multiangular or multiresolution data, and satellite image time series) and analysis methodologies (e.g., probabilistic graphical models, hierarchical image representations, kernel machines, data fusion, and compressive sensing) that currently have primary importance in the field of mathematical modelling for remote sensing and image processing. Each chapter focuses on a particular type of remote sensing data and/or on a specific methodological area, presenting both a thorough analysis of the previous literature and a methodological and experimental discussion of at least two advanced mathematical methods for information extraction from remote sensing data. This organization ensures that both tutorial information and advanced subjects are covered. With each chapter being written by research scientists from (at least) two different institutions, it offers multiple professional experiences and perspectives on each subject. The book also provides expert analysis and commentary from leading remote sensing and image processing researchers, many of whom serve on the editorial boards of prestigious international journals in these fields, and are actively involved in international scientific societies. Providing the reader with a comprehensive picture of the overall advances and the current cutting-edge developments in the field of mathematical models for remote sensing image analysis, this book is ideal as both a reference resource and a textbook for graduate and doctoral students as well as for remote sensing scientists and practitioners. 410 0$aSignals and Communication Technology,$x1860-4862 606 $aSignal processing 606 $aImage processing 606 $aSpeech processing systems 606 $aMathematical models 606 $aLasers 606 $aPhotonics 606 $aRemote sensing 606 $aSignal, Image and Speech Processing$3https://scigraph.springernature.com/ontologies/product-market-codes/T24051 606 $aMathematical Modeling and Industrial Mathematics$3https://scigraph.springernature.com/ontologies/product-market-codes/M14068 606 $aOptics, Lasers, Photonics, Optical Devices$3https://scigraph.springernature.com/ontologies/product-market-codes/P31030 606 $aRemote Sensing/Photogrammetry$3https://scigraph.springernature.com/ontologies/product-market-codes/J13010 615 0$aSignal processing. 615 0$aImage processing. 615 0$aSpeech processing systems. 615 0$aMathematical models. 615 0$aLasers. 615 0$aPhotonics. 615 0$aRemote sensing. 615 14$aSignal, Image and Speech Processing. 615 24$aMathematical Modeling and Industrial Mathematics. 615 24$aOptics, Lasers, Photonics, Optical Devices. 615 24$aRemote Sensing/Photogrammetry. 676 $a778.35 702 $aMoser$b Gabriele$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aZerubia$b Josiane$4edt$4http://id.loc.gov/vocabulary/relators/edt 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910299890803321 996 $aMathematical Models for Remote Sensing Image Processing$92536624 997 $aUNINA