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Englisch
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Beschreibung
Based on the authors¿ research, this book introduces the main processing techniques in hyperspectral imaging. In this context, SVM-based classification, distance comparison-based endmember extraction, SVM-based spectral unmixing, spatial attraction model-based sub-pixel mapping and MAP/POCS-based super-resolution reconstruction are discussed in depth. Readers will gain a comprehensive understanding of these cutting-edge hyperspectral imaging techniques. Researchers and graduate students in fields such as remote sensing, surveying and mapping, geosciences and information systems will benefit from this valuable resource.
Based on the authors¿ research, this book introduces the main processing techniques in hyperspectral imaging. In this context, SVM-based classification, distance comparison-based endmember extraction, SVM-based spectral unmixing, spatial attraction model-based sub-pixel mapping and MAP/POCS-based super-resolution reconstruction are discussed in depth. Readers will gain a comprehensive understanding of these cutting-edge hyperspectral imaging techniques. Researchers and graduate students in fields such as remote sensing, surveying and mapping, geosciences and information systems will benefit from this valuable resource.
Zusammenfassung
Systematically provides a complete framework of the novel processing techniques of hyperspectral imaging
Introduces from the basic theory to the state of the art techniques and their applications to meet the needs of readers at different levels
Aims at the two hot topics in HSI processing, i.e. high accuracy and real time
Includes supplementary material: [...]
Inhaltsverzeichnis
Basic theory and main processing techniques of hyperspectral remote sensing.- Classification technique for HSI.- Endmember extraction technique of HSI.- Spectral unmixing technique of HSI.- Sub-pixel mapping technique of HSI.- Super-resolution technique of HSI.- Anomaly detection technique of HSI.- Dimensionality reduction and compression technique of HSI.- Introduction to hyperspectral remote sensing applications.
Details
Erscheinungsjahr: | 2015 |
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Fachbereich: | Nachrichtentechnik |
Genre: | Mathematik, Medizin, Naturwissenschaften, Technik |
Rubrik: | Naturwissenschaften & Technik |
Medium: | Buch |
Inhalt: |
xvii
315 S. 106 s/w Illustr. 15 farbige Illustr. 315 p. 121 illus. 15 illus. in color. |
ISBN-13: | 9783662474556 |
ISBN-10: | 3662474557 |
Sprache: | Englisch |
Einband: | Gebunden |
Autor: |
Zhao, Chunhui
Wang, Liguo |
Auflage: | 1st edition 2016 |
Hersteller: |
Springer-Verlag GmbH
Springer Berlin Heidelberg |
Verantwortliche Person für die EU: | Springer Verlag GmbH, Tiergartenstr. 17, D-69121 Heidelberg, juergen.hartmann@springer.com |
Maße: | 241 x 160 x 23 mm |
Von/Mit: | Chunhui Zhao (u. a.) |
Erscheinungsdatum: | 30.07.2015 |
Gewicht: | 0,731 kg |