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A Spatial-Spectral Joint Attention Network for Change Detection in Multispectral Imagery 期刊论文
REMOTE SENSING, 2022, 卷号: 14, 期号: 14
作者:  Zhang, Wuxia;  Zhang, Qinyu;  Liu, Shuo;  Pan, Xiaoying;  Lu, Xiaoqiang
Adobe PDF(15917Kb)  |  收藏  |  浏览/下载：112/0  |  提交时间：2022/08/31
change detection  attention mechanism  spatial-spectral features  multispectral imagery  
Remote Sensing Cross-Modal Retrieval by Deep Image-Voice Hashing 期刊论文
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2022, 卷号: 15
作者:  Zhang, Yichao;  Zheng, Xiangtao;  Lu, Xiaoqiang
Adobe PDF(3144Kb)  |  收藏  |  浏览/下载：95/0  |  提交时间：2022/12/02
Remote sensing  Codes  Feature extraction  Image retrieval  Semantics  Task analysis  Sensors  Convolutional neural network (CNN)  cross-modal retrieval  deep hashing  hash code  
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：227/0  |  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：254/0  |  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：205/2  |  提交时间：2020/05/20
Hyperspectral unmixing  self-expression  spatial structure  subspace clustering  
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：230/3  |  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：184/2  |  提交时间：2020/03/23
Autoencoder (AE)  global reconstruction  hyperspectral imagery (HSI)  hyperspetral anomaly detection  local reconstruction  manifold learning  
The spectral-spatial joint learning for change detection in multispectral imagery 期刊论文
Remote Sensing, 2019, 卷号: 11, 期号: 3
作者:  Zhang, Wuxia;  Lu, Xiaoqiang
Adobe PDF(13482Kb)  |  收藏  |  浏览/下载：177/1  |  提交时间：2019/03/26
multispectral imagery  spectral-spatial representation  Siamese CNN  feature fusion  discrimination learning  change detection  
Hyperspectral image classification based on joint spectrum of spatial space and spectral space 期刊论文
Multimedia Tools and Applications, 2018, 卷号: 77, 期号: 22, 页码: 29759-29777
作者:  Zhang, Xiaorong;  Pan, Zhibin;  Lu, Xiaoqiang;  Hu, Bingliang;  Zheng, Xi
Adobe PDF(2555Kb)  |  收藏  |  浏览/下载：193/1  |  提交时间：2018/11/06
Classification  Hyperspectral Imagery  Spectral-spatial Fusion  Affine Transform  Feature Extraction  Probabilistic Fusion  
A Coarse-to-Fine Semi-Supervised Change Detection for Multispectral Images 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2018, 卷号: 56, 期号: 6, 页码: 3587-3599
作者:  Zhang, Wuxia;  Lu, Xiaoqiang;  Li, Xuelong;  Lu, XQ (reprint author), Chinese Acad Sci, Xian Inst Opt & Precis Mech, Ctr Opt Imagery Anal & Learning OPTIMAL, Xian 710119, Shaanxi, Peoples R China.
Adobe PDF(3641Kb)  |  收藏  |  浏览/下载：252/1  |  提交时间：2018/06/28
Change Detection  Keep It Simple And Straight-forward (Kiss) Metric Learning  Multiscale Feature  Multispectral Imagery  Semi-supervised Learning