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How can Big Data and machine learning benefit environment and water management: a survey of methods, applications, and future directions
Big Data and machine learning (ML) technologies have the potential to impact many facets
of environment and water management (EWM). Big Data are information assets …
of environment and water management (EWM). Big Data are information assets …
[HTML][HTML] Deep learning meets hyperspectral image analysis: A multidisciplinary review
Modern hyperspectral imaging systems produce huge datasets potentially conveying a great
abundance of information; such a resource, however, poses many challenges in the …
abundance of information; such a resource, however, poses many challenges in the …
Multi-scale receptive fields: Graph attention neural network for hyperspectral image classification
Y Ding, Z Zhang, X Zhao, D Hong, W Cai… - Expert Systems with …, 2023 - Elsevier
Hyperspectral image (HSI) classification has attracted wide attention in many fields.
Applying Graph Neural Network (GNN) to HSI classification is one of the research frontiers …
Applying Graph Neural Network (GNN) to HSI classification is one of the research frontiers …
CNN-enhanced graph convolutional network with pixel-and superpixel-level feature fusion for hyperspectral image classification
Recently, the graph convolutional network (GCN) has drawn increasing attention in the
hyperspectral image (HSI) classification. Compared with the convolutional neural network …
hyperspectral image (HSI) classification. Compared with the convolutional neural network …
A multiscale framework with unsupervised learning for remote sensing image registration
Registration for multisensor or multimodal image pairs with a large degree of distortions is a
fundamental task for many remote sensing applications. To achieve accurate and low-cost …
fundamental task for many remote sensing applications. To achieve accurate and low-cost …
[HTML][HTML] Identifying facemask-wearing condition using image super-resolution with classification network to prevent COVID-19
The rapid worldwide spread of Coronavirus Disease 2019 (COVID-19) has resulted in a
global pandemic. Correct facemask wearing is valuable for infectious disease control, but …
global pandemic. Correct facemask wearing is valuable for infectious disease control, but …
Hyperspectral image classification using a hybrid 3D-2D convolutional neural networks
S Ghaderizadeh, D Abbasi-Moghadam… - IEEE Journal of …, 2021 - ieeexplore.ieee.org
Due to the unique feature of the three-dimensional convolution neural network, it is used in
image classification. There are some problems such as noise, lack of labeled samples, the …
image classification. There are some problems such as noise, lack of labeled samples, the …
Spectral–spatial attention network for hyperspectral image classification
Hyperspectral image (HSI) classification aims to assign each hyperspectral pixel with a
proper land-cover label. Recently, convolutional neural networks (CNNs) have shown …
proper land-cover label. Recently, convolutional neural networks (CNNs) have shown …
A simplified 2D-3D CNN architecture for hyperspectral image classification based on spatial–spectral fusion
C Yu, R Han, M Song, C Liu… - IEEE Journal of Selected …, 2020 - ieeexplore.ieee.org
Convolutional neural networks (CNN) have led to a successful breakthrough for
hyperspectral image classification (HSIC). Due to the intrinsic spatial-spectral specificities of …
hyperspectral image classification (HSIC). Due to the intrinsic spatial-spectral specificities of …
SSA-SiamNet: Spectral–spatial-wise attention-based Siamese network for hyperspectral image change detection
L Wang, L Wang, Q Wang… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Deep learning methods, especially convolutional neural network (CNN)-based methods,
have shown promising performance for hyperspectral image (HSI) change detection (CD). It …
have shown promising performance for hyperspectral image (HSI) change detection (CD). It …