Hyperspectral Image Processing

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.

List of contents

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.

Summary

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.

Product details

• Authors: Ligu Wang, Liguo Wang, Chunhui Zhao
• Publisher: Springer, Berlin
• Languages: English
• Product format: Paperback / Softback
• Released: 01.01.2016
• EAN: 9783662516140
• ISBN: 978-3-662-51614-0
• No. of pages: 315
• Dimensions: 157 mm x 235 mm x 14 mm
• Weight: 572 g
• Illustrations: XVII, 315 p. 121 illus., 15 illus. in color.
• Subjects: Natural sciences, medicine, IT, technology > Technology > Electronics, electrical engineering, communications engineering; B, Geographische Informationssysteme (GIS) und Fernerkundung, Maschinelles Sehen, Bildverstehen, engineering, Computer Vision, Image Processing and Computer Vision, Signal, Image and Speech Processing, Signal Processing, Geographical information systems & remote sensing, Optical data processing, Remote sensing, Remote Sensing/Photogrammetry, Speech processing systems, Digital and Analog Signal Processing, Image processing