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Optimal superpixel selection for hyperspectral image classification of limited training samples 期刊论文
INTERNATIONAL JOURNAL OF REMOTE SENSING, 2021, 卷号: 42, 期号: 23, 页码: 9059-9075
作者:  Wang, Wenning;  Liu, Xuebin;  Mou, Xuanqin
Adobe PDF(8828Kb)  |  收藏  |  浏览/下载：120/0  |  提交时间：2021/11/12
Difference curvature multidimensional network for hyperspectral image super-resolution 期刊论文
Remote Sensing, 2021, 卷号: 13, 期号: 17
作者:  Zhang, Chi;  Zhang, Mingjin;  Li, Yunsong;  Gao, Xinbo;  Shi, Qiu
Adobe PDF(18175Kb)  |  收藏  |  浏览/下载：163/0  |  提交时间：2021/09/18
hyperspectral image  super-resolution  deep neural networks  difference curvature  attention  
Hyperspectral image super-resolution with self-supervised spectral-spatial residual network 期刊论文
Remote Sensing, 2021, 卷号: 13, 期号: 7
作者:  Chen, Wenjing;  Zheng, Xiangtao;  Lu, Xiaoqiang
Adobe PDF(2974Kb)  |  收藏  |  浏览/下载：172/0  |  提交时间：2021/04/21
hyperspectral image super-resolution  data fusion  spectral-spatial residual network  multispectral image  self-supervised training  
Spectral-Spatial Joint Sparse NMF for Hyperspectral Unmixing 期刊论文
IEEE Transactions on Geoscience and Remote Sensing, 2021, 卷号: 59, 期号: 3, 页码: 2391-2402
作者:  Dong, Le;  Yuan, Yuan;  Lu, Xiaoqiang
Adobe PDF(2358Kb)  |  收藏  |  浏览/下载：158/1  |  提交时间：2021/03/29
Global spatial structure group  local spectral group  nonnegative matrix factorization (NMF)  sparse expression  
Generative Adversarial Capsule Network With ConvLSTM for Hyperspectral Image Classification 期刊论文
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2021, 卷号: 18, 期号: 3, 页码: 523-527
作者:  Wang, Wei-Ye;  Li, Heng-Chao;  Deng, Yang-Jun;  Shao, Li-Yang;  Lu, Xiao-Qiang;  Du, Qian
Adobe PDF(3457Kb)  |  收藏  |  浏览/下载：186/0  |  提交时间：2021/04/08
Capsule network (CapsNet)  convolutional neural network (CNN)  data augmentation  deep learning  generative adversarial network (GAN)  hyperspectral image (HSI) classification  
SpectralSpatial Joint Sparse NMF for Hyperspectral Unmixing 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2021, 卷号: 59, 期号: 3, 页码: 2391-2402
作者:  Dong, Le;  Yuan, Yuan;  Lu, Xiaoqiang
Adobe PDF(2358Kb)  |  收藏  |  浏览/下载：174/0  |  提交时间：2021/04/19
Global spatial structure group  local spectral group  nonnegative matrix factorization (NMF)  sparse expression  
Data Augmentation and Spectral Structure Features for Limited Samples Hyperspectral Classification 期刊论文
REMOTE SENSING, 2021, 卷号: 13, 期号: 4, 页码: 20
作者:  Wang, Wenning;  Liu, Xuebin;  Mou, Xuanqin
Adobe PDF(23743Kb)  |  收藏  |  浏览/下载：162/0  |  提交时间：2021/04/19
hyperspectral classification  data augmentation  structural features  small sample classification  
A Supervised Segmentation Network for Hyperspectral Image Classification 期刊论文
IEEE Transactions on Image Processing, 2021, 卷号: 30, 页码: 2810-2825
作者:  Sun, Hao;  Zheng, Xiangtao;  Lu, Xiaoqiang
Adobe PDF(4384Kb)  |  收藏  |  浏览/下载：201/1  |  提交时间：2021/03/24
Hyperspectral imaging  Feature extraction  Training  Task analysis  Imaging  Image segmentation  Testing  Hyperspectral image (HSI) classification  fully convolutional segmentation network (FCSN)  generalization  
Multisource Remote Sensing Data Classification With Graph Fusion Network 期刊论文
IEEE Transactions on Geoscience and Remote Sensing, 2021
作者:  Du, Xingqian;  Zheng, Xiangtao;  Lu, Xiaoqiang;  Doudkin, Alexander A.
Adobe PDF(3121Kb)  |  收藏  |  浏览/下载：210/0  |  提交时间：2021/02/08
Classification  deep learning  hyperspectral image (HSI)  light detection and ranging (LiDAR)  remote sensing  
Background Purification Framework With Extended Morphological Attribute Profile for Hyperspectral Anomaly Detection 期刊论文
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2021, 卷号: 14, 页码: 8113-8124
作者:  Huang, Ju;  Liu, Kang;  Xu, Mingliang;  Perc, Matjaz;  Li, Xuelong
Adobe PDF(5483Kb)  |  收藏  |  浏览/下载：226/0  |  提交时间：2021/09/09
Anomaly detection  background purification  extended attribute profile (EAP)  hyperspectral image (HSI)  sparse representation (SR)  stacked autoencoder (SAE)