Mastering Hyperspectral Imaging using ML and Spatial-Spectral Features: An In-Depth Guide to Advanced Techniques and Best Practices in Hyperspectral Image Analysis for Unleashing Insights - Softcover

Balleda, Ravi Kumar; B, Sai Chandana; Tatireddy, Subba Reddy

 
9786207459094: Mastering Hyperspectral Imaging using ML and Spatial-Spectral Features: An In-Depth Guide to Advanced Techniques and Best Practices in Hyperspectral Image Analysis for Unleashing Insights
Softcover
ISBN 10: 6207459091 ISBN 13: 9786207459094
Verlag: LAP Lambert Academic Publishing, 2024

Inhaltsangabe

This book introduces hyperspectral remote sensing as a transformative imaging technology, capturing intricate details across multiple spectral bands. Originating from a doctoral thesis, the book bridges academic exploration and practical applications in hyperspectral image classification. It pioneers novel methodologies using deep learning and machine learning, featuring the Deep Adversarial Learning Framework for enhanced accuracy. The text explores groundbreaking approaches employing principal component analysis, empirical mode decomposition, and Support Vector Machines. A semi-supervised classification method inspired by Cycle-GANs is also presented. The book aims to offer a comprehensive understanding of hyperspectral imaging, its methodologies, and practical implications, serving as a valuable resource for students, researchers, and practitioners in the field.

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Verlag
LAP Lambert Academic Publishing
Erscheinungsdatum
2024
Sprache
Englisch
ISBN 10 
6207459091
ISBN 13 
9786207459094
Einband
Tapa blanda
Anzahl der Seiten
112
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Verantwortliche Person
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