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Online Semisupervised Active Classification for Multiview PolSAR Data 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2022, 卷号: 52, 期号: 6, 页码: 4415-4429
Authors:  Nie, Xiangli;  Fan, Mingyu;  Huang, Xiayuan;  Yang, Wenjing;  Zhang, Bo;  Ma, Xiaoshuang
Favorite  |  View/Download：49/0  |  Submit date：2022/07/25
Task analysis  Feature extraction  Heuristic algorithms  Data models  Manifolds  Semisupervised learning  Training  Online active learning  online multiview learning  online semisupervised learning (SSL)  polarimetric synthetic aperture radar (PolSAR) data classification  
Incremental Learning With Open-Set Recognition for Remote Sensing Image Scene Classification 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2022, 卷号: 60, 页码: 16
Authors:  Liu, Weiwei;  Nie, Xiangli;  Zhang, Bo;  Sun, Xian
Favorite  |  View/Download：38/0  |  Submit date：2022/07/25
Task analysis  Feature extraction  Data models  Computational modeling  Learning systems  Training  Support vector machines  Deep learning  incremental learning  open-set recognition (OSR)  remote sensing (RS) image scene classification  
Lifelong CycleGAN for continual multi-task image restoration 期刊论文
PATTERN RECOGNITION LETTERS, 2022, 卷号: 153, 页码: 183-189
Authors:  Li, Yuping;  Nie, Xiangli;  Diao, Wenhui;  Zheng, Suiwu
Favorite  |  View/Download：41/0  |  Submit date：2022/02/16
Image restoration  Lifelong  continual learning  CycleGAN  Knowledge distillation  
Online Multiview Deep Forest for Remote Sensing Image Classification via Data Fusion 期刊论文
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2021, 卷号: 18, 期号: 8, 页码: 1456-1460
Authors:  Nie, Xiangli;  Gao, Ruofei;  Wang, Rui;  Xiang, Deliang
Favorite  |  View/Download：74/0  |  Submit date：2021/11/02
Vegetation  Forestry  Random forests  Feature extraction  Remote sensing  Data models  Training data  Deep forest  online multiview learning  polarimetric synthetic aperture radar (PolSAR)  remote sensing data classification  
Multi-View Feature Selection for PolSAR Image Classification via l(2,1) Sparsity Regularization and Manifold Regularization 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2021, 卷号: 30, 页码: 8607-8618
Authors:  Huang, Xiayuan;  Nie, Xiangli
Favorite  |  View/Download：43/0  |  Submit date：2021/12/28
Multi-view feature selection  PolSAR image classification  l(2,1) norm  manifold regularization  
PolSAR Image Feature Extraction via Co-Regularized Graph Embedding 期刊论文
REMOTE SENSING, 2020, 卷号: 12, 期号: 11, 页码: 19
Authors:  Huang, Xiayuan;  Nie, Xiangli;  Qiao, Hong
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Wishart distance  Euclidean distance of polarimetric features  co-regularized graph embedding  dimensionality reduction  PolSAR image feature extraction  
A Novel Tensor-Based Feature Extraction Method for Polsar Image Classification 会议论文
, Yokohama, Japan, Japan, 28 July-2 Aug. 2019
Authors:  Huang, Xiayuan;  Nie, Xiangli;  Qiao, Hong;  Zhang, Bo
View  |  Adobe PDF(363Kb)  |  Favorite  |  View/Download：65/7  |  Submit date：2020/10/16
An Online Multiview Learning Algorithm for PolSAR Data Real-Time Classification 期刊论文
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2019, 卷号: 12, 期号: 1, 页码: 302-320
Authors:  Nie, Xiangli;  Ding, Shuguang;  Huang, Xiayuan;  Qiao, Hong;  Zhang, Bo;  Jiang, Zhong-Ping
View  |  Adobe PDF(16269Kb)  |  Favorite  |  View/Download：189/41  |  Submit date：2019/07/12
Multiview learning  online classification  passive-aggressive (PA) algorithm  polarimetric synthetic aperture radar (PolSAR)  
Supervised Polsar image classification by combining multiple features 会议论文
, Taipei, Taiwan, 2019/9/22-9/25
Authors:  Huang, Xiayuan;  Nie, Xiangli;  Qiao, Hong;  Zhang, Bo
View  |  Adobe PDF(384Kb)  |  Favorite  |  View/Download：132/30  |  Submit date：2019/10/08
Supervised Polarimetric SAR Image Classification Using Tensor Local Discriminant Embedding 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2018, 卷号: 27, 期号: 6, 页码: 2966-2979
Authors:  Huang, Xiayuan;  Qiao, Hong;  Zhang, Bo;  Nie, Xiangli
Favorite  |  View/Download：52/0  |  Submit date：2020/10/27
Land Cover Classification  Dimensionality Reduction  Feature Extraction  Spatial Information  Polarimetric Signature  Tensor Local Discriminant Embedding  Plosar Image