Hyperspectral Image Classification is an important research problem in remote sensing.Classification is one of the most popular topic in hyperspectral remote sensing. In the last twenty years, a huge quantity of methods were proposed to deal with the hyperspectral data classification problem. Deep learning has been shown to be very promissing for this problem. However, existing deep learning methods only try to learn features from a pixel/region independently without considering the dependency between different pixels/regions.This project will employ Convolutional Neural Networks for learning features based on the spatial-spectral information of hyperspectral images. Experiments are conducted on benchmark datasets.Master of Science (Signal ...
International audienceIn recent years, deep learning techniques revolutionized the way remote sensin...
International audienceIn recent years, deep learning techniques revolutionized the way remote sensin...
Hyperspectral Image (HSI) processing is the new advancement in image / signal processing field. The ...
Spatial and spectral information are obtained simultaneously by hyperspectral remote sensing. Joint ...
Deep learning based methods have recently been successfully explored in hyperspectral image classifi...
A classification method of hyperspectral images based on deep 3D convolution networks is proposed in...
Copyright © 2015 Wei Hu et al. This is an open access article distributed under the Creative Commons...
In this letter, a novel deep learning framework for hyperspectral image classification using both sp...
Deep neural networks (DNNs) have emerged as a relevant tool for the classification of remotely sense...
Deep neural networks (DNNs) have emerged as a relevant tool for the classification of remotely sense...
Hyperspectral Imaging is employed to monitor the earth regions on basis of spectral continuous data ...
Hyperspectral image classification (HSIC) is a challenging task in remote sensing data analysis, whi...
Convolutional neural networks (CNNs) have exhibited excellent performance in hyperspectral image cla...
In this paper, we propose a spectral-spatial feature extraction framework based on deep learning (DL...
Hyperspectral image classification is a powerful technique to gain knowledge about rec-orded objects...
International audienceIn recent years, deep learning techniques revolutionized the way remote sensin...
International audienceIn recent years, deep learning techniques revolutionized the way remote sensin...
Hyperspectral Image (HSI) processing is the new advancement in image / signal processing field. The ...
Spatial and spectral information are obtained simultaneously by hyperspectral remote sensing. Joint ...
Deep learning based methods have recently been successfully explored in hyperspectral image classifi...
A classification method of hyperspectral images based on deep 3D convolution networks is proposed in...
Copyright © 2015 Wei Hu et al. This is an open access article distributed under the Creative Commons...
In this letter, a novel deep learning framework for hyperspectral image classification using both sp...
Deep neural networks (DNNs) have emerged as a relevant tool for the classification of remotely sense...
Deep neural networks (DNNs) have emerged as a relevant tool for the classification of remotely sense...
Hyperspectral Imaging is employed to monitor the earth regions on basis of spectral continuous data ...
Hyperspectral image classification (HSIC) is a challenging task in remote sensing data analysis, whi...
Convolutional neural networks (CNNs) have exhibited excellent performance in hyperspectral image cla...
In this paper, we propose a spectral-spatial feature extraction framework based on deep learning (DL...
Hyperspectral image classification is a powerful technique to gain knowledge about rec-orded objects...
International audienceIn recent years, deep learning techniques revolutionized the way remote sensin...
International audienceIn recent years, deep learning techniques revolutionized the way remote sensin...
Hyperspectral Image (HSI) processing is the new advancement in image / signal processing field. The ...