Image processing and GIS for remote sensing : techniques and applications
Digital image and display -- Point operations (contrast enhancement) -- Algebraic operations (multi-image point operations) -- Filtering and neighbourhood processing -- RGB-IHS transformation -- Image fusion techniques -- Principal component analysis (PCA) -- Image classification -- Image geometric...
Ausführliche Beschreibung
Autor*in: |
Liu, Jian Guo - 1960- [verfasserIn] Mason, Philippa J. [verfasserIn] |
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Format: |
E-Book |
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Sprache: |
Englisch |
Erschienen: |
Chichester: Wiley Blackwell ; 2016 |
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Ausgabe: |
Second edition |
Schlagwörter: | |
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Schlagwörter: |
Systematik: |
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Anmerkung: |
Includes bibliographical references and index Previously published as: Essential image processing and GIS for remote sensing, 2009 |
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Umfang: |
1 Online-Ressource (xii, 457 Seiten) |
Weitere Ausgabe: |
Erscheint auch als Druck-Ausgabe Liu, Jian Guo, 1960 -: Image processing and GIS for remote sensing - Chichester, West Sussex : Wiley Blackwell, 2016 |
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Links: | |
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ISBN: |
1-118-72420-8 978-1-118-72420-0 |
Katalog-ID: |
855502398 |
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Mason (Department of Earth Science and Engineering, Imperial College London) Second edition Chichester Wiley Blackwell 2016 1 Online-Ressource (xii, 457 Seiten) Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Includes bibliographical references and index Previously published as: Essential image processing and GIS for remote sensing, 2009 Digital image and display -- Point operations (contrast enhancement) -- Algebraic operations (multi-image point operations) -- Filtering and neighbourhood processing -- RGB-IHS transformation -- Image fusion techniques -- Principal component analysis (PCA) -- Image classification -- Image geometric operations -- Introduction to interferometric synthetic aperture radar (InSAR) technique -- Subpixel technology and its applications -- Geographical information systems -- Data models and structures -- Defining a coordinate space -- Operations -- Extracting information from point data : geostatistics -- Representing and exploiting surfaces -- Decision support and uncertainty -- Complex problems and multi-criterion evaluation -- Image processing and GIS operation strategy -- Thematic teaching case studies in SE Spain -- Research case studies -- Industrial case studies -- Concluding remarks Image processing Remote sensing Geographic information systems Earth (Planet) Surface Remote sensing s (DE-588)4016796-3 (DE-627)104213418 (DE-576)208917411 Fernerkundung gnd s (DE-588)4261642-6 (DE-627)104626151 (DE-576)210599499 Geoinformationssystem gnd s (DE-588)4006684-8 (DE-627)106376721 (DE-576)208866582 Bildverarbeitung gnd (DE-627) Mason, Philippa J. verfasserin aut 9781118724200 : cloth 1118724178 1118724194 1118724186 9781118724170 9781118724194 9781118724187 Erscheint auch als Druck-Ausgabe Liu, Jian Guo, 1960 - Image processing and GIS for remote sensing Second edition Chichester, West Sussex : Wiley Blackwell, 2016 XII, 457 Seiten (DE-627)1620491621 (DE-576)473158728 9781118724200 http://site.ebrary.com/lib/alltitles/docDetail.action?docID=11139033 Verlag Volltext https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=1136261 Verlag Volltext http://onlinelibrary.wiley.com/book/10.1002/9781118724194 Verlag Volltext http://www.gbv.de/dms/bowker/toc/9781118724200.pdf V:DE-601 X:Bowker pdf/application 2016-07-15 Verlag Inhaltsverzeichnis Inhaltsverzeichnis H-ZDB-35-UBC H-ZDB-35-WIC H-ZDB-38-EBR H-ZDB-4-NLEBK GBV_ILN_20 ISIL_DE-84 SYSFLAG_1 GBV_KXP SSG-OPC-GGO GBV_ILN_40 ISIL_DE-7 GBV_ILN_70 ISIL_DE-89 GBV_ILN_370 ISIL_DE-1373 GBV hybr ZI 9560 Anwendungen Technik Bauingenieurwesen Geodäsie, Vermessung Fernerkundung Anwendungen (DE-627)1270741071 (DE-625)rvk/156720: (DE-576)200741071 74.48 Geoinformationssysteme (DE-627)181570149 54.74 Maschinelles Sehen (DE-627)10641030X 38.03 Methoden und Techniken der Geowissenschaften (DE-627)106411284 TEC bisac BO 045F 621.36/78 20 01 0084 1723720720 OLR-WILEY-UBCM-KAUF Vervielfältigungen (z.B. 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Kein systematisches Downloaden durch Robots. i z 14-11-16 20 01 0084 http://onlinelibrary.wiley.com/book/10.1002/9781118724194 40 01 0007 Volltext, Campuszugriff http://onlinelibrary.wiley.com/book/10.1002/9781118724194 40 01 0007 Volltext, Externer Zugriff http://han.sub.uni-goettingen.de/han/wiley-ubcm-eba/onlinelibrary.wiley.com/book/10.1002/9781118724194 70 01 0089 http://onlinelibrary.wiley.com/book/10.1002/9781118724194 370 01 4370 E-Book: Zugriff im HCU-Netz. Zugriff von außerhalb nur für HCU-Angehörige möglich http://onlinelibrary.wiley.com/book/10.1002/9781118724194 20 01 0084 18001710 370 01 4370 o16-0208 20 01 0084 OLR-WILEY-UBCM-KAUF 20 01 0084 ACQ 40 01 0007 ONL 40 01 0007 OLR-WILEY 70 01 0089 OLR-WILEY-UBCM 70 01 0089 ACQ 370 01 4370 olr-ebook wiley 370 01 4370 2016.11.14 |
spelling |
1118724208 : cloth 1-118-72420-8 9781118724200 : cloth 978-1-118-72420-0 (DE-627)855502398 (DE-599)GBV855502398 (OCoLC)930875531 (EBR)ebr11139033 (EbpS)1136261 DE-627 ger DE-627 rda eng XA-GB G70.4 TEC 009070 bisacsh ZI 9560 BSZ rvk (DE-625)rvk/156720: 74.48 bkl 54.74 bkl 38.03 bkl Liu, Jian Guo 1960- verfasserin (DE-588)1106416503 (DE-627)863144403 (DE-576)474110702 aut Image processing and GIS for remote sensing techniques and applications Jian Guo Liu, Philippa J. Mason (Department of Earth Science and Engineering, Imperial College London) Second edition Chichester Wiley Blackwell 2016 1 Online-Ressource (xii, 457 Seiten) Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Includes bibliographical references and index Previously published as: Essential image processing and GIS for remote sensing, 2009 Digital image and display -- Point operations (contrast enhancement) -- Algebraic operations (multi-image point operations) -- Filtering and neighbourhood processing -- RGB-IHS transformation -- Image fusion techniques -- Principal component analysis (PCA) -- Image classification -- Image geometric operations -- Introduction to interferometric synthetic aperture radar (InSAR) technique -- Subpixel technology and its applications -- Geographical information systems -- Data models and structures -- Defining a coordinate space -- Operations -- Extracting information from point data : geostatistics -- Representing and exploiting surfaces -- Decision support and uncertainty -- Complex problems and multi-criterion evaluation -- Image processing and GIS operation strategy -- Thematic teaching case studies in SE Spain -- Research case studies -- Industrial case studies -- Concluding remarks Image processing Remote sensing Geographic information systems Earth (Planet) Surface Remote sensing s (DE-588)4016796-3 (DE-627)104213418 (DE-576)208917411 Fernerkundung gnd s (DE-588)4261642-6 (DE-627)104626151 (DE-576)210599499 Geoinformationssystem gnd s (DE-588)4006684-8 (DE-627)106376721 (DE-576)208866582 Bildverarbeitung gnd (DE-627) Mason, Philippa J. verfasserin aut 9781118724200 : cloth 1118724178 1118724194 1118724186 9781118724170 9781118724194 9781118724187 Erscheint auch als Druck-Ausgabe Liu, Jian Guo, 1960 - Image processing and GIS for remote sensing Second edition Chichester, West Sussex : Wiley Blackwell, 2016 XII, 457 Seiten (DE-627)1620491621 (DE-576)473158728 9781118724200 http://site.ebrary.com/lib/alltitles/docDetail.action?docID=11139033 Verlag Volltext https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=1136261 Verlag Volltext http://onlinelibrary.wiley.com/book/10.1002/9781118724194 Verlag Volltext http://www.gbv.de/dms/bowker/toc/9781118724200.pdf V:DE-601 X:Bowker pdf/application 2016-07-15 Verlag Inhaltsverzeichnis Inhaltsverzeichnis H-ZDB-35-UBC H-ZDB-35-WIC H-ZDB-38-EBR H-ZDB-4-NLEBK GBV_ILN_20 ISIL_DE-84 SYSFLAG_1 GBV_KXP SSG-OPC-GGO GBV_ILN_40 ISIL_DE-7 GBV_ILN_70 ISIL_DE-89 GBV_ILN_370 ISIL_DE-1373 GBV hybr ZI 9560 Anwendungen Technik Bauingenieurwesen Geodäsie, Vermessung Fernerkundung Anwendungen (DE-627)1270741071 (DE-625)rvk/156720: (DE-576)200741071 74.48 Geoinformationssysteme (DE-627)181570149 54.74 Maschinelles Sehen (DE-627)10641030X 38.03 Methoden und Techniken der Geowissenschaften (DE-627)106411284 TEC bisac BO 045F 621.36/78 20 01 0084 1723720720 OLR-WILEY-UBCM-KAUF Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Keine Weitergabe an Dritte. Kein systematisches Downloaden durch Robots. z 15-11-17 40 01 0007 1717694551 ONL nl xsn 24-10-17 70 01 0089 1724356992 OLR-WILEY-UBCM Campusweiter Zugriff (Universität Hannover). - Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Keine Weitergabe an Dritte. Kein systematisches Downloaden durch Robots. z 18-11-17 370 01 4370 1643854658 olr-ebook wiley Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Keine Weitergabe an Dritte. Kein systematisches Downloaden durch Robots. i z 14-11-16 20 01 0084 http://onlinelibrary.wiley.com/book/10.1002/9781118724194 40 01 0007 Volltext, Campuszugriff http://onlinelibrary.wiley.com/book/10.1002/9781118724194 40 01 0007 Volltext, Externer Zugriff http://han.sub.uni-goettingen.de/han/wiley-ubcm-eba/onlinelibrary.wiley.com/book/10.1002/9781118724194 70 01 0089 http://onlinelibrary.wiley.com/book/10.1002/9781118724194 370 01 4370 E-Book: Zugriff im HCU-Netz. Zugriff von außerhalb nur für HCU-Angehörige möglich http://onlinelibrary.wiley.com/book/10.1002/9781118724194 20 01 0084 18001710 370 01 4370 o16-0208 20 01 0084 OLR-WILEY-UBCM-KAUF 20 01 0084 ACQ 40 01 0007 ONL 40 01 0007 OLR-WILEY 70 01 0089 OLR-WILEY-UBCM 70 01 0089 ACQ 370 01 4370 olr-ebook wiley 370 01 4370 2016.11.14 |
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Mason (Department of Earth Science and Engineering, Imperial College London) Second edition Chichester Wiley Blackwell 2016 1 Online-Ressource (xii, 457 Seiten) Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Includes bibliographical references and index Previously published as: Essential image processing and GIS for remote sensing, 2009 Digital image and display -- Point operations (contrast enhancement) -- Algebraic operations (multi-image point operations) -- Filtering and neighbourhood processing -- RGB-IHS transformation -- Image fusion techniques -- Principal component analysis (PCA) -- Image classification -- Image geometric operations -- Introduction to interferometric synthetic aperture radar (InSAR) technique -- Subpixel technology and its applications -- Geographical information systems -- Data models and structures -- Defining a coordinate space -- Operations -- Extracting information from point data : geostatistics -- Representing and exploiting surfaces -- Decision support and uncertainty -- Complex problems and multi-criterion evaluation -- Image processing and GIS operation strategy -- Thematic teaching case studies in SE Spain -- Research case studies -- Industrial case studies -- Concluding remarks Image processing Remote sensing Geographic information systems Earth (Planet) Surface Remote sensing s (DE-588)4016796-3 (DE-627)104213418 (DE-576)208917411 Fernerkundung gnd s (DE-588)4261642-6 (DE-627)104626151 (DE-576)210599499 Geoinformationssystem gnd s (DE-588)4006684-8 (DE-627)106376721 (DE-576)208866582 Bildverarbeitung gnd (DE-627) Mason, Philippa J. verfasserin aut 9781118724200 : cloth 1118724178 1118724194 1118724186 9781118724170 9781118724194 9781118724187 Erscheint auch als Druck-Ausgabe Liu, Jian Guo, 1960 - Image processing and GIS for remote sensing Second edition Chichester, West Sussex : Wiley Blackwell, 2016 XII, 457 Seiten (DE-627)1620491621 (DE-576)473158728 9781118724200 http://site.ebrary.com/lib/alltitles/docDetail.action?docID=11139033 Verlag Volltext https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=1136261 Verlag Volltext http://onlinelibrary.wiley.com/book/10.1002/9781118724194 Verlag Volltext http://www.gbv.de/dms/bowker/toc/9781118724200.pdf V:DE-601 X:Bowker pdf/application 2016-07-15 Verlag Inhaltsverzeichnis Inhaltsverzeichnis H-ZDB-35-UBC H-ZDB-35-WIC H-ZDB-38-EBR H-ZDB-4-NLEBK GBV_ILN_20 ISIL_DE-84 SYSFLAG_1 GBV_KXP SSG-OPC-GGO GBV_ILN_40 ISIL_DE-7 GBV_ILN_70 ISIL_DE-89 GBV_ILN_370 ISIL_DE-1373 GBV hybr ZI 9560 Anwendungen Technik Bauingenieurwesen Geodäsie, Vermessung Fernerkundung Anwendungen (DE-627)1270741071 (DE-625)rvk/156720: (DE-576)200741071 74.48 Geoinformationssysteme (DE-627)181570149 54.74 Maschinelles Sehen (DE-627)10641030X 38.03 Methoden und Techniken der Geowissenschaften (DE-627)106411284 TEC bisac BO 045F 621.36/78 20 01 0084 1723720720 OLR-WILEY-UBCM-KAUF Vervielfältigungen (z.B. 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Mason (Department of Earth Science and Engineering, Imperial College London) Second edition Chichester Wiley Blackwell 2016 1 Online-Ressource (xii, 457 Seiten) Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Includes bibliographical references and index Previously published as: Essential image processing and GIS for remote sensing, 2009 Digital image and display -- Point operations (contrast enhancement) -- Algebraic operations (multi-image point operations) -- Filtering and neighbourhood processing -- RGB-IHS transformation -- Image fusion techniques -- Principal component analysis (PCA) -- Image classification -- Image geometric operations -- Introduction to interferometric synthetic aperture radar (InSAR) technique -- Subpixel technology and its applications -- Geographical information systems -- Data models and structures -- Defining a coordinate space -- Operations -- Extracting information from point data : geostatistics -- Representing and exploiting surfaces -- Decision support and uncertainty -- Complex problems and multi-criterion evaluation -- Image processing and GIS operation strategy -- Thematic teaching case studies in SE Spain -- Research case studies -- Industrial case studies -- Concluding remarks Image processing Remote sensing Geographic information systems Earth (Planet) Surface Remote sensing s (DE-588)4016796-3 (DE-627)104213418 (DE-576)208917411 Fernerkundung gnd s (DE-588)4261642-6 (DE-627)104626151 (DE-576)210599499 Geoinformationssystem gnd s (DE-588)4006684-8 (DE-627)106376721 (DE-576)208866582 Bildverarbeitung gnd (DE-627) Mason, Philippa J. verfasserin aut 9781118724200 : cloth 1118724178 1118724194 1118724186 9781118724170 9781118724194 9781118724187 Erscheint auch als Druck-Ausgabe Liu, Jian Guo, 1960 - Image processing and GIS for remote sensing Second edition Chichester, West Sussex : Wiley Blackwell, 2016 XII, 457 Seiten (DE-627)1620491621 (DE-576)473158728 9781118724200 http://site.ebrary.com/lib/alltitles/docDetail.action?docID=11139033 Verlag Volltext https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=1136261 Verlag Volltext http://onlinelibrary.wiley.com/book/10.1002/9781118724194 Verlag Volltext http://www.gbv.de/dms/bowker/toc/9781118724200.pdf V:DE-601 X:Bowker pdf/application 2016-07-15 Verlag Inhaltsverzeichnis Inhaltsverzeichnis H-ZDB-35-UBC H-ZDB-35-WIC H-ZDB-38-EBR H-ZDB-4-NLEBK GBV_ILN_20 ISIL_DE-84 SYSFLAG_1 GBV_KXP SSG-OPC-GGO GBV_ILN_40 ISIL_DE-7 GBV_ILN_70 ISIL_DE-89 GBV_ILN_370 ISIL_DE-1373 GBV hybr ZI 9560 Anwendungen Technik Bauingenieurwesen Geodäsie, Vermessung Fernerkundung Anwendungen (DE-627)1270741071 (DE-625)rvk/156720: (DE-576)200741071 74.48 Geoinformationssysteme (DE-627)181570149 54.74 Maschinelles Sehen (DE-627)10641030X 38.03 Methoden und Techniken der Geowissenschaften (DE-627)106411284 TEC bisac BO 045F 621.36/78 20 01 0084 1723720720 OLR-WILEY-UBCM-KAUF Vervielfältigungen (z.B. 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Digital image and display -- Point operations (contrast enhancement) -- Algebraic operations (multi-image point operations) -- Filtering and neighbourhood processing -- RGB-IHS transformation -- Image fusion techniques -- Principal component analysis (PCA) -- Image classification -- Image geometric operations -- Introduction to interferometric synthetic aperture radar (InSAR) technique -- Subpixel technology and its applications -- Geographical information systems -- Data models and structures -- Defining a coordinate space -- Operations -- Extracting information from point data : geostatistics -- Representing and exploiting surfaces -- Decision support and uncertainty -- Complex problems and multi-criterion evaluation -- Image processing and GIS operation strategy -- Thematic teaching case studies in SE Spain -- Research case studies -- Industrial case studies -- Concluding remarks Includes bibliographical references and index Previously published as: Essential image processing and GIS for remote sensing, 2009 |
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Digital image and display -- Point operations (contrast enhancement) -- Algebraic operations (multi-image point operations) -- Filtering and neighbourhood processing -- RGB-IHS transformation -- Image fusion techniques -- Principal component analysis (PCA) -- Image classification -- Image geometric operations -- Introduction to interferometric synthetic aperture radar (InSAR) technique -- Subpixel technology and its applications -- Geographical information systems -- Data models and structures -- Defining a coordinate space -- Operations -- Extracting information from point data : geostatistics -- Representing and exploiting surfaces -- Decision support and uncertainty -- Complex problems and multi-criterion evaluation -- Image processing and GIS operation strategy -- Thematic teaching case studies in SE Spain -- Research case studies -- Industrial case studies -- Concluding remarks Includes bibliographical references and index Previously published as: Essential image processing and GIS for remote sensing, 2009 |
abstract_unstemmed |
Digital image and display -- Point operations (contrast enhancement) -- Algebraic operations (multi-image point operations) -- Filtering and neighbourhood processing -- RGB-IHS transformation -- Image fusion techniques -- Principal component analysis (PCA) -- Image classification -- Image geometric operations -- Introduction to interferometric synthetic aperture radar (InSAR) technique -- Subpixel technology and its applications -- Geographical information systems -- Data models and structures -- Defining a coordinate space -- Operations -- Extracting information from point data : geostatistics -- Representing and exploiting surfaces -- Decision support and uncertainty -- Complex problems and multi-criterion evaluation -- Image processing and GIS operation strategy -- Thematic teaching case studies in SE Spain -- Research case studies -- Industrial case studies -- Concluding remarks Includes bibliographical references and index Previously published as: Essential image processing and GIS for remote sensing, 2009 |
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title_short |
Image processing and GIS for remote sensing |
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Overview of the book p. xi Image Processing Digital image and display … What is a digital image? … Digital image display … Monochromatic display … Tristimulus colour theory and RGB (red, green, blue) colour display … Pseudo-colour display … Some key points … Questions … Point operations (contrast enhancement) … Histogram modification and lookup table … Linear contrast enhancement (LCE) … Derivation of a linear function from two points … Logarithmic and exponential contrast enhancement … Logarithmic contrast enhancement … Exponential contrast enhancement … Hisiogram equalisation (HE) … Histogram matching (HM) and Gaussian stretch … Balance contrast enhancement technique (BCET) … Derivation of coefficients a, b and c for a BCET parabolic function (Liu 1991) … Clipping in contrast enhancement … Tips for interactive contrast enhancement … Questions … Algebraic operations (multi-image point operations) … Image addition … Image subtraction (differencing) … Image multiplication … Image division (ratio) … Index derivation and supervised enhancement … Vegetation indices … Iron oxide ratio index … TM clay (hydrated) mineral ratio index … Standardization and logarithmic residual … Simulated reflectance … Analysis of solar radiation balance and simulated irradiance … Simulated spectral reflectance image … Calculation of weights … Example: ATM simulated reflectance colour composite … Comparison with ratio and logarithmic residual techniques … Summary … Questions … Filtering and neighbourhood processing … FT: Understanding filtering in image frequency … Concepts of convolution for image filtering … Low pass filters (smoothing) … Gaussian filter … K nearest mean filter … Median filter … Adaptive median filter … K nearest median filter … Mode (majority) filter … Conditional smoothing filters … High pass filters (edge enhancement) … Gradient filters … Lapiacian filters … Edge-sharpening filters … Local contrast enhancement … FFT selective and adaptive filtering … FFT selective filtering … FFT adaptive filtering … Summary … Questions … RGB-IHS transformation … Colour co-ordinate transformation … IHS de-correlation stretch … Direct de-correlation stretch technique … Hue RGB colour composites … Derivation of RGB-IHS and IHS-RGB transformation based on 3D geometry of the RGB colour … cube Derivation of RGB-IHS transformation … Derivation of THS-RGB transformation … Mathematical proof of DDS and its properties … Mathematical proof of DDS … The properties of DDS … Summary … Questions … Image fusion techniques … RGB-IHS transformation as a tool for data fusion … Brovey transform (intensity modulation) … Smoothing filter-based intensity modulation … The principle of SFIM … Merits and limitations of SFIM … An example of SFIM pan-sharpen of Landsat … OLI image … Summary … Questions … Principal component analysis … Principle of the PCA … PC images and PC colour composition … Selective PCA for PC colour composition … Dimensionality and colour confusion reduction … Spectral contrast mapping … FPCS spectral contrast mapping … De-correlation stretch … Physical property orientated coordinate transformation and tasselled cap transformation … Statistical methods for band selection … Review of Chavez's and Sheffield's methods … Index of three-dimensionality … Remarks … Questions … Image classification … Approaches of statistical classification … Unsupervised classification … Supervised classification … Classification processing and implementation … Summary of classification approaches … Unsupervised classification (iterative clustering) … Iterative clustering algorithms … Feature space iterative clustering … Seed selection … Cluster splitting along PC1 … Supervised classification … Generic algorithm of supervised classification … Spectral angle mapping classification … Decision rules: Dissimilarity functions … Box classifier … Euclidean distance: Simplified maximum likelihood … Maximum likelihood … Optimal multiple point re-assignment (OMPR) … Post-classification processing: Smoothing and accuracy assessment … Class smoothing process … Classification accuracy assessment … Summary … Questions … Image geometric operations … Image geometric deformation … Platform flight coordinates, sensor status and imaging position … Earth rotation and curvature … Polynomial deformation model and image warping co-registration … Derivation of deformation model … Pixel DN re-sampling … GCP selection and automation of image co-registration … Manual and semi-automatic GCP selection … Automatic image co-registration … Summary … Questions … Introduction to interferometric synthetic aperture radar technique … The principle of a radar interferometer … Radar interferogram and DEM … Differential InSAR and deformation measurement … Multi-temporal coherence image and random change detection … Spatial de-correlation and ratio coherence technique … Fringe smoothing filter … Summary … Questions … Sub-pixel technology and its applications … Phase correlation algorithm … PC scanning for pixel-wise disparity estimation … Disparity estimation by PC scanning … The median shift propagation technique for disparity refinement … Pixel-wise image co-registration … Basic procedure of pixel-wise image co-registration using PC … An example of pixel-wise image co-registration … Limitations … Pixel-wise image co-registration-based SFIM pan-sharpen … Very narrow-baseline stereo matching and 3D data generation … The principle of stereo vision … Wide-baseline vs. narrow-baseline stereo … Narrow-baseline stereo matching using PC … Accuracy assessment and application examples … Ground motion/deformation detection and estimation … Summary … Geographical Information Systems Geographical information systems … Introduction … Software tools … GIS, cartography and thematic mapping … Standards, inter-operability and metadata … GIS and the internet … Data models and structures … Introducing spatial data in representing geographic features … How are spatial data different from other digital data? … Attributes and measurement scales … Fundamental data structures … Raster data … Data quantisation and storage … Spatial variability … Representing spatial relationships … The effect of resolution … Representing surface phenomena … Vector data … Vector data models … Representing logical relationships through geometry and feature definition … Extending the vector data model … Representing surfaces … Data conversion between models and structures … Vector to raster conversion (rasterisation) … Raster to vector conversion (vectorisation) … Summary … Questions … Defining a coordinate space … Introduction … Datums and projections … Describing and measuring the earth … Measuring height: The geoid … Coordinate systems … Datums … Geometric distortions and projection models … Major map projections … Projection specification … How coordinate information is stored and accessed … Selecting appropriate coordinate systems … Questions … Operations … Introducing operations on spatial data … Map algebra concepts … Working with Null data … Logical and conditional processing … Other types of operator … Local operations … Primary operations … Unary operations … Binary operations … N-ary operations … Neighbourhood operations … Local neighbourhood … Extended neighbourhood … Vector equivalents to raster map algebra … Buffers … Dissolve … Clipping … Intersection … Automating GIS functions … Summary … Questions … Extracting information from point data: Geostatistics … Introduction … Understanding the data … Histograms … Spatial auto-correlation … Variograms … Underlying trends and natural barriers … Interpolation … Selecting sample size … Interpolation methods … Deterministic interpolators … Stochastic interpolators … Summary … Questions … Representing and exploiting surfaces … Introduction … Sources and uses of surface data … Digital elevation models … Vector surfaces and objects … Uses of surface data … Visualising surfaces … Visualising in two dimensions … Visualising in three dimensions … Extracting surface parameters … Slope: Gradient and aspect … Curvature … Surface topology: Drainage networks and watersheds … Viewshed … Calculating volume … Summary … Questions … Decision support and uncertainly … Introduction … Decision support … Uncertainty … Criterion uncertainty … Threshold uncertainty … Decision rule uncertainty … Risk and hazard … Dealing with uncertainty in GIS-based spatial analysis … Error assessment (criterion uncertainty) … Fuzzy membership (threshold and decision rule uncertainty) … Multi-criteria decision making (decision rule uncertainty) … Error propagation and sensitivity analysis (decision rule uncertainty) … Result validation (decision rule uncertainty) … Summary … Questions … Complex problems and multi-criterion evaluation … Introduction … Different approaches and models … Knowledge-driven (conceptual) … Data-driven (empirical) … Data-driven (neural network) … Evaluation criteria … Deriving weighting coefficients … Rating … Ranking … Pairwise comparison … Multi-criterion combination methods … Boolean logical combination … Index-overlay and algebraic combination … Weights of evidence modelling based on Bayesian probability theory … Belief and Dempster-Shafer Theory … Weighted factors in linear combination (WLC) … Fuzzy logic … Vectorial fuzzy modelling … Summary … Questions … Remote Sensing applications Image processing and GIS operation strategy … General image processing strategy … Preparation of basic working dataset … Image processing … Image interpretation and map composition … Remote sensing-based GIS projects: From images to thematic mapping … An example of thematic mapping based on optimal visualisation and interpretation of multi-spectral satellite imagery … Background information … Image enhancement for visual observation … Data capture and image interpretation … Map composition … Summary … Thematic teaching case studies in SE Spain … Thematic information extraction (1): Gypsum natural outcrop mapping and quarry change assessment … Data preparation and general visualisation … Gypsum enhancement and extraction based on spectral analysis … Gypsum quarry changes during 1984-2000 … Summary of the case study … Questions … Thematic information extraction (2): Spectral enhancement and mineral mapping of epithermal gold alteration and iron-ore deposits in ferroan dolomite … Image datasets and data preparation … ASTER image processing and analysis for regional prospectivity … ATM image processing and analysis for target extraction … Summary of the case study … Questions … Remote sensing and GIS: Evaluating vegetation and landuse change in the Nijar Basin, SE … Spain Introduction … Data preparation … Highlighting vegetation … Highlighting plastic greenhouses … Identifying change between different dates of observation … Summary of the case study … Questions … References … Applied remote sensing and GIS: A combined interpretive tool for regional tectonics, drainage and water resources in the Andarax basin … Introduction … Geological and hydrological setting … Case study objectives … Landuse and vegetation … Lithological enhancement and discrimination … Structural enhancement and interpretation … Summary of the case study … Questions … References … Research case studies … Vegetation change in the Three Parallel Rivers region, Yunnan Province, China … Introduction … The study area and data … NDVI Difference Red, Green and Intensity (NDV1-D-RGI) composite … Data processing … Interpretation of regional vegetation changes … Summary … References … GTS modelling of earthquake damage zones using satellite imagery and digital elevation model (DEM) data … Introduction … The models … Derivation of input variables … Earthquake damage zone modelling and assessment … Summary … References … Predicting landslides using fuzzy geohazard mapping: An example from Piemonte, north-west Italy … Introduction … The study area … A holistic GIS-based approach to landslide hazard assessment … Summary … Questions … References … Land surface change detection in a desert area in Algeria using multi-temporal ERS SAR … coherence images The study area … Coherence image processing and evaluation … Image visualisation and interpretation for change detection … Summary … References … Industrial case studies … Multi-criteria assessment of mineral prospectivity in SE Greenland … Introduction and objectives … Area description … Litho-tectonic context - why the project's concept works … Mineral deposit types evaluated … Data preparation … Multi-criteria spatial modeling … Summary … Questions … Acknowledgements … References … Water resource exploration in Somalia … Introduction … Data preparation … Preliminary geological enhancements and target area identification … Discrimination potential aquiler lithologies using ASTER spectral indices … Summary … Questions … References … Summary Concluding remarks … Image processing … Geographic Information Systems … Final remarks … Imaging sensor systems and remote sensing satellites … Multi-spectral sensing … Broadband multi-spectral sensors … Digital camera … Across-track mechanical scanner … Along-track push-broom scanner … Thermal sensing and TIR sensors … Hyperspectral sensors (imaging spectrometers) … Passive microwave sensors … Active sensing: SAR imaging systems … Online resources for information, software and data … Software - proprietary, low cost and free (shareware) … Information and technical information on standards, best practice, formals, techniques and various publications … Data sources including online satellite imagery from major suppliers, DEM data plus GIS maps and data of all kinds … References … Index … |
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