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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：174/2  |  提交时间：2022/01/25
Hyperspectral image classification  convolutional neural networks  spectral attention  spatial attention  
A laboratory open-set Martian rock classification method based on spectral signatures 期刊论文
IEEE Transactions on Geoscience and Remote Sensing, 2022, 卷号: 60
作者:  Yang, Juntao;  Kang, Zhizhong;  Yang, Ze;  Xie, Juan;  Xue, Bin;  Yang, Jianfeng;  Tao, Jinyou
Adobe PDF(4835Kb)  |  收藏  |  浏览/下载：136/0  |  提交时间：2022/06/08
Contrastive learning  open-set rock classification  planetary exploration missions  transformer, Weibull distribution  
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：161/1  |  提交时间：2021/03/29
Global spatial structure group  local spectral group  nonnegative matrix factorization (NMF)  sparse expression  
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：213/0  |  提交时间：2021/02/08
Classification  deep learning  hyperspectral image (HSI)  light detection and ranging (LiDAR)  remote sensing  
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：189/2  |  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：344/3  |  提交时间：2020/05/20
Attention  convolutional neural network (CNN)  hyperspectral image (HSI) classification  spectral–spatial feature extraction  
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：202/3  |  提交时间：2020/04/23
Cross-domain scene classification  domain adaptation  multisource compensation  remote sensing scene classification  
A Deep Scene Representation for Aerial Scene Classification 期刊论文
IEEE Transactions on Geoscience and Remote Sensing, 2019, 卷号: 57, 期号: 7, 页码: 4799-4809
作者:  Zheng, Xiangtao;  Yuan, Yuan;  Lu, Xiaoqiang
Adobe PDF(3061Kb)  |  收藏  |  浏览/下载：211/3  |  提交时间：2019/07/17
Aerial scene classification  convolutional neural networks (CNNs)  Fisher vector (FV)  multiscale representation  
Using Triple Collocation Observations to Estimate Satellite Measurement Noise 期刊论文
IEEE Transactions on Geoscience and Remote Sensing
作者:  Chen, Jun;  Quan, Wenting;  Wang, Kexin;  Han, Qijing;  Liu, Jia;  Xing, Qianguo;  Xu, Na
Adobe PDF(138188Kb)  |  收藏  |  浏览/下载：74/0  |  提交时间：2021/04/13
Instrument noise  instrumental noise  ocean color  remote sensing  triple collocation observation (TCO) algorithm  
Unsupervised Change Detection by Cross-Resolution Difference Learning 期刊论文
IEEE Transactions on Geoscience and Remote Sensing
作者:  Zheng, Xiangtao;  Chen, Xiumei;  Lu, Xiaoqiang;  Sun, Bangyong
Adobe PDF(7044Kb)  |  收藏  |  浏览/下载：119/1  |  提交时间：2021/06/22
Coupled deep neural network (CDNN)  crossresolution difference  mutual information distance  unsupervised change detection (CD)