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The first of its kind, this book reviews image processing tools and techniques including Independent Component Analysis, Mutual Information, Markov Random Field Models and Support Vector Machines. The book also explores a number of experimental examples based on a variety of remote sensors. The book will be useful to people involved in hyperspectral imaging research, as well as by remote-sensing data like geologists, hydrologists, environmental scientists, civil engineers and computer scientists.
Le informazioni nella sezione "Riassunto" possono far riferimento a edizioni diverse di questo titolo.
Contenuti
I General.- 1 Hyperspectral Sensors and Applications.- 2 Overview of Image Processing.- II Theory.- 3 Mutual Information: A Similarity Measure for Intensity Based Image Registration.- 4 Independent Component Analysis.- 5 Support Vector Machines.- 6 Markov Random Field Models.- Ill Applications.- 7 MI Based Registration of Multi-Sensor and Multi-Temporal Images.- 8 Feature Extraction from Hyperspectral Data Using ICA.- 9 Hyperspectral Classification Using ICA Based Mixture Model.- 10 Support Vector Machines for Classification of Multi- and Hyperspectral Data.- 11 An MRF Model Based Approach for Sub-pixel Mapping from Hyperspectral Data.- 12 Image Change Detection and Fusion Using MRF Models.- Color Plates.
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- EditoreSpringer
- Data di pubblicazione2010
- ISBN 10 3642060013
- ISBN 13 9783642060014
- RilegaturaCopertina flessibile
- LinguaInglese
- Numero di pagine340
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Advanced Image Processing Techniques for Remotely Sensed Hyperspectral Data
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Condizione: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. All available books only deal with basic image processing techniques this book covers advanced techniques for image registration, feature extraction, image fusion and classification applications based on current researchThe first of its kind, this b. Codice articolo 5045127
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Advanced Image Processing Techniques for Remotely Sensed Hyperspectral Data
Editore:
Springer Berlin Heidelberg Nov 2010, 2010
ISBN 10: 3642060013
ISBN 13: 9783642060014
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Taschenbuch
Da: BuchWeltWeit Ludwig Meier e.K., Bergisch Gladbach, Germania
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Taschenbuch. Condizione: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -The first of its kind, this book reviews image processing tools and techniques including Independent Component Analysis, Mutual Information, Markov Random Field Models and Support Vector Machines. The book also explores a number of experimental examples based on a variety of remote sensors. The book will be useful to people involved in hyperspectral imaging research, as well as by remote-sensing data like geologists, hydrologists, environmental scientists, civil engineers and computer scientists. 344 pp. Englisch. Codice articolo 9783642060014
Quantità: 2 disponibili
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Advanced Image Processing Techniques for Remotely Sensed Hyperspectral Data
Editore:
Springer Berlin Heidelberg, 2010
ISBN 10: 3642060013
ISBN 13: 9783642060014
Nuovo
Taschenbuch
Da: AHA-BUCH GmbH, Einbeck, Germania
Valutazione del venditore 5 su 5 stelle
Taschenbuch. Condizione: Neu. Druck auf Anfrage Neuware - Printed after ordering - Over the last fifty years, a large number of spaceborne and airborne sensors have been employed to gather information regarding the earth's surface and environment. As sensor technology continues to advance, remote sensing data with improved temporal, spectral, and spatial resolution is becoming more readily available. This widespread availability of enormous amounts of data has necessitated the development of efficient data processing techniques for a wide variety of applications. In particular, great strides have been made in the development of digital image processing techniques for remote sensing data. The goal has been efficient handling of vast amounts of data, fusion of data from diverse sensors, classification for image interpretation, and development of user-friendly products that allow rich visualization. This book presents some new algorithms that have been developed for high dimensional datasets, such as multispectral and hyperspectral imagery. The contents of the book are based primarily on research carried out by some members and alumni of the Sensor Fusion Laboratory at Syracuse University. Codice articolo 9783642060014
Quantità: 1 disponibili
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Advanced Image Processing Techniques for Remotely Sensed Hyperspectral Data
Editore:
Springer Berlin Heidelberg, 2010
ISBN 10: 3642060013
ISBN 13: 9783642060014
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Paperback
Da: Revaluation Books, Exeter, Regno Unito
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Paperback. Condizione: Brand New. 338 pages. 9.00x6.00x0.80 inches. In Stock. Codice articolo 3642060013
Quantità: 1 disponibili