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Advances in Hyperspectral Data Exploitation

Using hyperspectral imaging (HSI) to exploit data has been found in a wide variety of applications. This reprint book only presents a small glimpse of it. Many other important applications using HSI which have emerged in data exploitation are not covered in this reprint book. For example, such appli...

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Bibliographic Details
Main Author:	Chang, Chein-I
Other Authors:	Song, Meiping, Yu, Chunyan, Wang, Yulei
Format:	eBook
Language:	English
Published:	Basel MDPI - Multidisciplinary Digital Publishing Institute 2022
Subjects:	Machine Learning Denoising Spatial Filter Deep Convolutional Neural Networks Unmanned Aerial Vehicles (uavs) Spatial Measurement Evolutionary Computation Data Augmentation Hyperspectral Plug-and-play Ftir Data Fusion Deep Learning Heuristic Algorithms Constrained Energy Minimization (cem) Vegetation Sfim History Of Engineering & Technology / Bicssc Underwater Hyperspectral Target Detection Joint Tensor Decomposition Mine Environment Technology: General Issues / Bicssc Emissivity Lightweight Convolutional Neural Networks Superpixel Segmentation Hyperspectral Images Spectral-spatial Residual Network Carbon Dioxide Absorption Target Detection Color Formation Models Attention Mechanism Image Fusion Hyperspectral Imaging Constrained Sparse Representation Nonlinear Unmixing Hyperspectral Imagery Channel Augmented Attention Hyperspectral Image Visualization Rice Leaf Folder Fused Features Multiscale Decision Fusion Rice Moving Target Detection Band Selection (bs) Temperature Image Classification Coffee Beans Anomaly Detection Hyperspectral Unmixing Relation Network Rice Leaf Blast Change Detection Band Selection Upland Swamps Residual Augmented Attentional U-shape Network Least Square Estimation Generative Adversarial Network Hyperspectral Image Classification Hyperspectral Reconstruction Constrained-target Optimal Index Factor Band Selection (ctoifbs) Hyperspectral Imagery Classification Hyperspectral Remote Sensing Hyperspectral Imaging Data Constraint Representation Hyperspectral Image Super-resolution Transfer Learning Underwater Spectral Imaging System Spatial Augmented Attention Separation Boundary-aware Constraint Hyperspectral Target Detection Mwir Spatio-temporal Processing Air Temperature Insect Damage Multi-source Image Fusion Classification Spectral Reconstruction Vegetation Mapping Meta-learning Midwave Infrared Convolutional Neural Network Atmospheric Transmittance Multispectral Image Hyperspectral Imaging (hsi) Hyperspectral Image Few-shot Classification Self-supervised Training Self-supervised Learning
Online Access:	https://directory.doabooks.org/handle/20.500.12854... https://www.mdpi.com/books/pdfview/book/6392
Collection:	Directory of Open Access Books - Collection details see MPG.ReNa

Description
Summary:	Using hyperspectral imaging (HSI) to exploit data has been found in a wide variety of applications. This reprint book only presents a small glimpse of it. Many other important applications using HSI which have emerged in data exploitation are not covered in this reprint book. For example, such applications may include water pollution and toxic waste in environmental monitoring, pesticide residual detection in food safety and inspection, plant and crop disease detection in agriculture, tumor detection and breast cancer detection in medical imaging, drug traffic in law enforcement, etc. Nevertheless, this reprint book provides many techniques which may find their ways in these applications as well.
Item Description:	Creative Commons (cc), https://creativecommons.org/licenses/by/4.0/
Physical Description:	1 electronic resource (434 p.)
ISBN:	9783036557953 9783036557960 books978-3-0365-5796-0

Advances in Hyperspectral Data Exploitation

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