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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：219/2  |  提交时间：2022/01/25
Hyperspectral image classification  convolutional neural networks  spectral attention  spatial attention  
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：259/0  |  提交时间：2021/02/08
Classification  deep learning  hyperspectral image (HSI)  light detection and ranging (LiDAR)  remote sensing  
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：290/3  |  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：211/2  |  提交时间：2020/03/23
Autoencoder (AE)  global reconstruction  hyperspectral imagery (HSI)  hyperspetral anomaly detection  local reconstruction  manifold learning  
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：160/1  |  提交时间：2021/06/22
Coupled deep neural network (CDNN)  crossresolution difference  mutual information distance  unsupervised change detection (CD)  
Generalized Scene Classification From Small-Scale Datasets With Multitask Learning 期刊论文
IEEE Transactions on Geoscience and Remote Sensing
作者:  Zheng, Xiangtao;  Gong, Tengfei;  Li, Xiaobin;  Lu, Xiaoqiang
Adobe PDF(2936Kb)  |  收藏  |  浏览/下载：89/0  |  提交时间：2021/11/01
Attention  multitask learning (MTL)  scene classification  small-scale dataset