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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:186/2  |  提交时间:2022/01/25
Hyperspectral image classification  convolutional neural networks  spectral attention  spatial attention  
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:216/1  |  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  
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:256/0  |  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  
Multisource Compensation Network for Remote Sensing Cross-Domain Scene Classification 期刊论文
IEEE Transactions on Geoscience and Remote Sensing, 2020, 卷号: 58, 期号: 4, 页码: 2504-2515
作者:  Lu, Xiaoqiang;  Gong, Tengfei;  Zheng, Xiangtao
Adobe PDF(2825Kb)  |  收藏  |  浏览/下载:231/3  |  提交时间:2020/04/23
Cross-domain scene classification  domain adaptation  multisource compensation  remote sensing scene classification  
Exploiting Embedding Manifold of Autoencoders for Hyperspectral Anomaly Detection 期刊论文
IEEE Transactions on Geoscience and Remote Sensing, 2020, 卷号: 58, 期号: 3, 页码: 1527-1537
作者:  Lu, Xiaoqiang;  Zhang, Wuxia;  Huang, Ju
Adobe PDF(1670Kb)  |  收藏  |  浏览/下载:185/2  |  提交时间:2020/03/23
Autoencoder (AE)  global reconstruction  hyperspectral imagery (HSI)  hyperspetral anomaly detection  local reconstruction  manifold learning  
Semisupervised Spectral Degradation Constrained Network for Spectral Super-Resolution 期刊论文
IEEE Geoscience and Remote Sensing Letters
作者:  Chen, Wenjing;  Zheng, Xiangtao;  Lu, Xiaoqiang
Adobe PDF(4150Kb)  |  收藏  |  浏览/下载:65/0  |  提交时间:2021/06/22
Deep learning  hyperspectral image (HSI)  multispectral image (MSI)  semisupervised training  spectral degradation  spectral super-resolution