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E-book
Author Tao, Linmi, author

Title Deep learning for hyperspectral image analysis and classification / Linmi Tao, Atif Mighees
Published Singapore : Springer, [2021]

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Description 1 online resource
Series Engineering applications of computational methods ; volume 5
Engineering applications of computational methods ; 5.
Contents Introduction -- Hyperspectral image and classification approaches -- Unsupervised hyperspectral image noise reduction and band categorization -- Hyperspectral image spatial feature extraction via segmentation -- Integrating spectral-spatial information for deep learnign based HSI classification -- Multi-deep net based hyperspectral image classification -- Sparse-based hyperspectral data classification -- Challenges and future prospects
Summary This book focuses on deep learning-based methods for hyperspectral image (HSI) analysis. Unsupervised spectral-spatial adaptive band-noise factor-based formulation is devised for HSI noise detection and band categorization. The method to characterize the bands along with the noise estimation of HSIs will benefit subsequent remote sensing techniques significantly. This book develops on two fronts: On the one hand, it is aimed at domain professionals who want to have an updated overview of how hyperspectral acquisition techniques can combine with deep learning architectures to solve specific tasks in different application fields. On the other hand, the authors want to target the machine learning and computer vision experts by giving them a picture of how deep learning technologies are applied to hyperspectral data from a multidisciplinary perspective. The presence of these two viewpoints and the inclusion of application fields of remote sensing by deep learning are the original contributions of this review, which also highlights some potentialities and critical issues related to the observed development trends
Bibliography Includes bibliographical references
Notes Online resource; title from PDF title page (SpringerLink, viewed March 17, 2021)
Subject Hyperspectral imaging -- Data processing
Machine learning.
Image processing -- Digital techniques.
Automatic classification.
digital imaging.
Automatic classification
Image processing -- Digital techniques
Machine learning
Form Electronic book
Author Mughees, Atif, author
ISBN 9789813344204
9813344202