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A Novel NMF Guided for Hyperspectral Unmixing From Incomplete and Noisy Data 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2022, 卷号: 60
作者:  Dong, Le;  Lu, Xiaoqiang;  Liu, Ganchao;  Yuan, Yuan
Adobe PDF(9737Kb)  |  收藏  |  浏览/下载：122/0  |  提交时间：2022/01/18
Image reconstruction  Hyperspectral imaging  Noise measurement  Gaussian noise  Interference  Stability analysis  Sensors  Hyperspectral unmixing (HU)  image reconstruction  nonnegative matrix factorization (NMF)  spatial-spectral information  
Cross-Attention Spectral-Spatial Network for Hyperspectral Image Classification 期刊论文
IEEE Transactions on Geoscience and Remote Sensing, 2022, 卷号: 60
作者:  Yang, Kai;  Sun, Hao;  Zou, Chunbo;  Lu, Xiaoqiang
Adobe PDF(3919Kb)  |  收藏  |  浏览/下载：174/2  |  提交时间：2022/01/25
Hyperspectral image classification  convolutional neural networks  spectral attention  spatial attention  
Rotation-Invariant Attention Network for Hyperspectral Image Classification 期刊论文
IEEE Transactions on Image Processing, 2022, 卷号: 31, 页码: 4251-4265
作者:  Zheng, Xiangtao;  Sun, Hao;  Lu, Xiaoqiang;  Xie, Wei
Adobe PDF(3409Kb)  |  收藏  |  浏览/下载：145/0  |  提交时间：2022/07/21
Hyperspectral image classification  convolutional neural network  rotation-invariant network  spectralspatial feature extraction  attention mechanism  
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：174/0  |  提交时间：2021/04/21
hyperspectral image super-resolution  data fusion  spectral-spatial residual network  multispectral image  self-supervised training  
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：190/0  |  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  
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：204/1  |  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：215/0  |  提交时间：2021/02/08
Classification  deep learning  hyperspectral image (HSI)  light detection and ranging (LiDAR)  remote sensing  
Nonlocal Graph Convolutional Networks for Hyperspectral Image Classification 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2020, 卷号: 58, 期号: 12, 页码: 8246-8257
作者:  Mou, Lichao;  Lu, Xiaoqiang;  Li, Xuelong;  Zhu, Xiao Xiang
Adobe PDF(10395Kb)  |  收藏  |  浏览/下载：234/0  |  提交时间：2020/12/21
Hyperspectral imaging  Convolution  Task analysis  Recurrent neural networks  Semisupervised learning  Support vector machines  Graph convolutional network (GCN)  hyperspectral image classification  nonlocal graph  semisupervised learning  
Subspace Clustering Constrained Sparse NMF for Hyperspectral Unmixing 期刊论文
IEEE Transactions on Geoscience and Remote Sensing, 2020, 卷号: 58, 期号: 5, 页码: 3007-3019
作者:  Lu, Xiaoqiang;  Dong, Le;  Yuan, Yuan
Adobe PDF(2036Kb)  |  收藏  |  浏览/下载：190/2  |  提交时间：2020/05/20
Hyperspectral unmixing  self-expression  spatial structure  subspace clustering  
Spectral-Spatial Attention Network for Hyperspectral Image Classification 期刊论文
IEEE Transactions on Geoscience and Remote Sensing, 2020, 卷号: 58, 期号: 5, 页码: 3232-3245
作者:  Sun, Hao;  Zheng, Xiangtao;  Lu, Xiaoqiang;  Wu, Siyuan
Adobe PDF(3278Kb)  |  收藏  |  浏览/下载：346/3  |  提交时间：2020/05/20
Attention  convolutional neural network (CNN)  hyperspectral image (HSI) classification  spectral–spatial feature extraction