Advanced image processing techniques for remotely sensed hyperspectral data
The main objective of this book is to apprise the reader of the use of a number of tools and techniques for a variety of image processing tasks, namely Independent Component Analysis (ICA), Mutual Information (MI), Markov Random Field (MRF) Models and Support Vector Machines (SVM). Typical applications considered are feature extraction, image classification, image fusion and change detection. The book also treats a number of experimental examples based on a variety of remote sensors. The utility of the book will be highly appreciated by academicians and R & D professionals, who are involved in current research in the area of hyperspectral imaging, as well as by professional remote-sensing data users such as geologists, hydrologists, environmental scientists, civil engineers and computer scientists. TOC:Hyperspectral Sensors and Applications.- Overview of Image Processing.- Mutual Information: A Similarity Measure for Intensity Based Image Registration.- Independent Component Analysis.- Support Vector Machines.- Markov Random Field Models.- Applications: MI Based Registration of Multi-Sensor and Multi-Temporal Images.- Feature Extraction from Hyperspectral Data Using ICA.- Hyperspectral Classification using ICA Based Mixture Model.- Support Vector Machines for Classification of Multi- and Hyperspectral Data.- An MRF Model Based Approach for Sub-pixel Mapping from Hyperspectral Data.- Image Change Detection and Fusion Using MRF Models.
- Standort
-
Deutsche Nationalbibliothek Frankfurt am Main
- ISBN
-
9783540216681
3540216685
- Maße
-
25 cm
- Umfang
-
XV, 322 S.
- Sprache
-
Englisch
- Anmerkungen
-
Ill. graph. Darst.
Literaturangaben
- Klassifikation
-
Astronomie, Kartographie
- Schlagwort
-
Fernerkundung
Bildverarbeitung
- Ereignis
-
Veröffentlichung
- (wo)
-
Berlin, Heidelberg, New York
- (wer)
-
Springer
- (wann)
-
2004
- Beteiligte Personen und Organisationen
- Inhaltsverzeichnis
- Rechteinformation
-
Bei diesem Objekt liegt nur das Inhaltsverzeichnis digital vor. Der Zugriff darauf ist unbeschränkt möglich.
- Letzte Aktualisierung
-
11.06.2025, 13:38 MESZ
Datenpartner
Deutsche Nationalbibliothek. Bei Fragen zum Objekt wenden Sie sich bitte an den Datenpartner.
Beteiligte
- Varshney, Pramod K.
- Springer
Entstanden
- 2004
Ähnliche Objekte (12)
Hyperspectral image processing
Handbook of advanced plasma processing techniques
Hyperspectral Image Unmixing Incorporating Adjacency Information
Hyperspectral Image Analysis using Limited Data
Hyperspectral image unmixing incorporating adjacency information
3D image processing : techniques and clinical applications
Advanced Image Deconvolution Techniques for Super-resolution Microscopy
Niederlande.- Utrecht.- Konferenz "Image Processing Techniques in Astronomy"
Image processing techniques : = Técnicas de procesamiento de imágenes
Fuzzy techniques in image processing : with 31 tables
Image processing techniques : = Técnicas de processamento de imegens
Color image processing for advanced driver assistance systems
Hyperspectral image processing
Handbook of advanced plasma processing techniques
Hyperspectral Image Unmixing Incorporating Adjacency Information
Hyperspectral Image Analysis using Limited Data
Hyperspectral image unmixing incorporating adjacency information
3D image processing : techniques and clinical applications
Advanced Image Deconvolution Techniques for Super-resolution Microscopy
Niederlande.- Utrecht.- Konferenz "Image Processing Techniques in Astronomy"
Image processing techniques : = Técnicas de procesamiento de imágenes
Fuzzy techniques in image processing : with 31 tables
Image processing techniques : = Técnicas de processamento de imegens
Color image processing for advanced driver assistance systems
Hyperspectral image processing
Handbook of advanced plasma processing techniques
Hyperspectral Image Unmixing Incorporating Adjacency Information
Hyperspectral Image Analysis using Limited Data
Hyperspectral image unmixing incorporating adjacency information
3D image processing : techniques and clinical applications
Advanced Image Deconvolution Techniques for Super-resolution Microscopy
Niederlande.- Utrecht.- Konferenz "Image Processing Techniques in Astronomy"
Image processing techniques : = Técnicas de procesamiento de imágenes
Fuzzy techniques in image processing : with 31 tables
Image processing techniques : = Técnicas de processamento de imegens