Mastering Hyperspectral Imaging using ML and Spatial-Spectral Features - Couverture souple

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

 
9786207459094: Mastering Hyperspectral Imaging using ML and Spatial-Spectral Features
Couverture souple
ISBN 10 : 6207459091 ISBN 13 : 9786207459094
Editeur : LAP Lambert Academic Publishing, 2024

Synopsis

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.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

Éditeur
LAP Lambert Academic Publishing
Date d'édition
2024
Langue
anglais
ISBN 10 
6207459091
ISBN 13 
9786207459094
Reliure
Broché
Nombre de pages
112
Coordonnées du fabricant
non disponible
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