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A Novel NMF Guided for Hyperspectral Unmixing From Incomplete and Noisy Data 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2022, 卷号: 60
作者:  Dong, Le;  Lu, Xiaoqiang;  Liu, Ganchao;  Yuan, Yuan
Adobe PDF(9737Kb)  |  收藏  |  浏览/下载:113/0  |  提交时间:2022/01/18
Image reconstruction  Hyperspectral imaging  Noise measurement  Gaussian noise  Interference  Stability analysis  Sensors  Hyperspectral unmixing (HU)  image reconstruction  nonnegative matrix factorization (NMF)  spatial-spectral information  
Hyperspectral Unmixing Using Nonlocal Similarity-Regularized Low-Rank Tensor Factorization 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2022, 卷号: 60
作者:  Yuan, Yuan;  Dong, Le;  Li, Xuelong
Adobe PDF(5662Kb)  |  收藏  |  浏览/下载:192/0  |  提交时间:2022/01/18
Tensors  TV  Hyperspectral imaging  Data models  Task analysis  Optimization  Data mining  Hyperspectral unmixing  low tensor rank  nonlocal similarity  nonnegative tensor factorization (NTF)  
Cross-Domain Scene Classification by Integrating Multiple Incomplete Sources 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2021, 卷号: 59, 期号: 12, 页码: 10035-10046
作者:  Gong, Tengfei;  Zheng, Xiangtao;  Lu, Xiaoqiang
Adobe PDF(4091Kb)  |  收藏  |  浏览/下载:121/1  |  提交时间:2021/12/10
Feature extraction  Optics  Distributed databases  Adversarial machine learning  Technological innovation  Sensors  Remote sensing  Cross-domain scene classification  incomplete source  multisource domain adaptation  unknown categories  
SpectralSpatial 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:164/0  |  提交时间:2021/04/19
Global spatial structure group  local spectral group  nonnegative matrix factorization (NMF)  sparse expression  
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:220/0  |  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  
Deep Cross-Modal ImageVoice Retrieval in Remote Sensing 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2020, 卷号: 58, 期号: 10, 页码: 7049-7061
作者:  Chen, Yaxiong;  Lu, Xiaoqiang;  Wang, Shuai
Adobe PDF(3711Kb)  |  收藏  |  浏览/下载:154/1  |  提交时间:2020/10/30
Remote sensing  Convolution  Quantization (signal)  Image retrieval  Deep learning  Convolutional codes  Hamming distance  Cross-modal remote sensing image-voice retrieval  deep features' similarity  deep hash codes  quantization error  
Remote Sensing Scene Classification by Gated Bidirectional Network 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2020, 卷号: 58, 期号: 1, 页码: 82-96
作者:  Sun, Hao;  Li, Siyuan;  Zheng, Xiangtao;  Lu, Xiaoqiang
Adobe PDF(5526Kb)  |  收藏  |  浏览/下载:206/2  |  提交时间:2020/04/14
Feature extraction  Nonhomogeneous media  Logic gates  Aggregates  Encoding  Interference  Task analysis  Feature aggregation  remote sensing (RS) image  scene classification  
Gated and Axis-Concentrated Localization Network for Remote Sensing Object Detection 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2020, 卷号: 58, 期号: 1, 页码: 179-192
作者:  Lu, Xiaoqiang;  Zhang, Yuanlin;  Yuan, Yuan;  Feng, Yachuang
Adobe PDF(6944Kb)  |  收藏  |  浏览/下载:227/1  |  提交时间:2020/04/14
Object detection  Feature extraction  Remote sensing  Deep learning  Detectors  Logic gates  Semantics  Deep learning  gated axis-concentrated localization network (GACL Net)  localization  remote sensing  small object detection  
Robust Space-Frequency Joint Representation for Remote Sensing Image Scene Classification 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2019, 卷号: 57, 期号: 10, 页码: 7492-7502
作者:  Fang, Jie;  Yuan, Yuan;  Lu, Xiaoqiang;  Feng, Yachuang
Adobe PDF(5771Kb)  |  收藏  |  浏览/下载:214/1  |  提交时间:2019/11/01
Frequency domain  joint representation  remote sensing image classification  robust  space domain  
A Feature Aggregation Convolutional Neural Network for Remote Sensing Scene Classification 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2019, 卷号: 57, 期号: 10, 页码: 7894-7906
作者:  Lu, Xiaoqiang;  Sun, Hao;  Zheng, Xiangtao
Adobe PDF(6634Kb)  |  收藏  |  浏览/下载:226/5  |  提交时间:2019/11/01
Feature aggregation  remote sensing image  scene classification