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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 - Tapa blanda

Subba Reddy Tatireddy

 
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
Tapa blanda
ISBN 10: 6207459091 ISBN 13: 9786207459094
Editorial: KS OmniScriptum Publishing, 2024

Sinopsis

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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Editorial
KS OmniScriptum Publishing
Año de publicación
2024
Idioma
Inglés
ISBN 10 
6207459091
ISBN 13 
9786207459094
Encuadernación
Tapa blanda
Número de páginas
112
Contacto del fabricante
no disponible
Persona responsable
info@bod.de
info@bod.de

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