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Compressed Spectrum Reconstruction Method Based on Coding Feature Vector Enhancement 期刊论文
IEEE Transactions on Geoscience and Remote Sensing, 2024, 卷号: 62, 页码: 1-16
作者:  Cao, Chipeng;  Li, Jie;  Wang, Pan;  Qi, Chun
Adobe PDF(5920Kb)  |  收藏  |  浏览/下载：30/0  |  提交时间：2024/02/07
Compressed spectral imaging  encoding feature reconstruction  prior spectral data  vector enhancement  
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  
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：172/1  |  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：229/0  |  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：206/2  |  提交时间：2020/05/20
Hyperspectral unmixing  self-expression  spatial structure  subspace clustering  
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  
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：217/3  |  提交时间：2019/07/17
Aerial scene classification  convolutional neural networks (CNNs)  Fisher vector (FV)  multiscale representation  
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：133/1  |  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：72/0  |  提交时间：2021/11/01
Attention  multitask learning (MTL)  scene classification  small-scale dataset