Hyperspectral Image Processing - Liguo Wang, Chunhui Zhao

Hyperspectral Image Processing

Buch | Softcover
XVII, 315 Seiten
2016 | 1. Softcover reprint of the original 1st ed. 2016
Springer Berlin (Verlag)
978-3-662-51614-0 (ISBN)
139,09 inkl. MwSt
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.

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.

Erscheinungsdatum
Zusatzinfo XVII, 315 p. 121 illus., 15 illus. in color.
Verlagsort Berlin
Sprache englisch
Maße 155 x 235 mm
Themenwelt Technik Elektrotechnik / Energietechnik
Schlagworte Anomaly Detection • computer vision • Endmember Extraction • Engineering • Engineering: general • Geographical information systems (GIS) and remote • Hyperspectral Imaging (HSI) • Image Processing • image processing and computer vision • Imaging systems and technology • Remote Sensing • Remote Sensing/Photogrammetry • Signal, Image and Speech Processing • Signal Processing • Spectral Unmixing • Sub-pixel Mapping • Super-resolution • SVM-based Classification
ISBN-10 3-662-51614-4 / 3662516144
ISBN-13 978-3-662-51614-0 / 9783662516140
Zustand Neuware
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