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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:129/0  |  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:234/0  |  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)  
Person Reidentification via Unsupervised Cross-View Metric Learning 期刊论文
IEEE Transactions on Cybernetics, 2021, 卷号: 51, 期号: 4, 页码: 1849-1859
作者:  Feng, Yachuang;  Yuan, Yuan;  Lu, Xiaoqiang
Adobe PDF(1240Kb)  |  收藏  |  浏览/下载:158/1  |  提交时间:2021/04/13
Metric learning  person reidentification (Re-ID)  unsupervised learning  view-specific mapping  
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:167/1  |  提交时间:2021/03/29
Global spatial structure group  local spectral group  nonnegative matrix factorization (NMF)  sparse expression  
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:206/0  |  提交时间:2021/04/19
Global spatial structure group  local spectral group  nonnegative matrix factorization (NMF)  sparse expression  
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:199/2  |  提交时间:2020/05/20
Hyperspectral unmixing  self-expression  spatial structure  subspace clustering  
Hyperspectral Anomaly Detection via Sparse Dictionary Learning Method of Capped Norm 期刊论文
IEEE ACCESS, 2019, 卷号: 7, 页码: 16132-16144
作者:  Yuan, Yuan;  Ma, Dandan;  Wang, Qi
Adobe PDF(7643Kb)  |  收藏  |  浏览/下载:254/0  |  提交时间:2019/03/14
Anomaly detection  hyperspectral images  sparse  dictionary learning  capped norm  
Hyperspectral Anomaly Detection via Discriminative Feature Learning with Multiple-Dictionary Sparse Representation 期刊论文
REMOTE SENSING, 2018, 卷号: 10, 期号: 5
作者:  Ma, Dandan;  Yuan, Yuan;  Wang, Qi;  Wang, Qi (crabwq@gmail.com)
Adobe PDF(2761Kb)  |  收藏  |  浏览/下载:197/0  |  提交时间:2018/06/12
Anomaly Detection  Hyperspectral Image  Sparse Representation  Multiple Dictionaries  Feature Extraction  Clustering  
Hyperspectral band selection with convolutional neural network 会议论文
Pattern Recognition and Computer Vision - First Chinese Conference, PRCV 2018, Proceedings, Guangzhou, China, 2018-11-23
作者:  Cai, Rui;  Yuan, Yuan;  Lu, Xiaoqiang
Adobe PDF(2295Kb)  |  收藏  |  浏览/下载:138/1  |  提交时间:2018/12/21
Salient Band Selection for Hyperspectral Image Classification via Manifold Ranking 期刊论文
IEEE Transactions on Neural Networks and Learning Systems, 2016, 卷号: 27, 期号: 6, 页码: 1279-1289
作者:  Wang, Qi;  Lin, Jianzhe;  Yuan, Yuan
Adobe PDF(2168Kb)  |  收藏  |  浏览/下载:457/1  |  提交时间:2016/10/13
Image Classification  Spectroscopy  Vector Spaces