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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
作者:  Nie, Xiangli;  Fan, Mingyu;  Huang, Xiayuan;  Yang, Wenjing;  Zhang, Bo;  Ma, Xiaoshuang
收藏  |  浏览/下载：221/0  |  提交时间：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  
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
作者:  Huang, Xiayuan;  Nie, Xiangli
收藏  |  浏览/下载：153/0  |  提交时间：2021/12/28
Multi-view feature selection  PolSAR image classification  l(2,1) norm  manifold regularization  
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
作者:  Nie, Xiangli;  Gao, Ruofei;  Wang, Rui;  Xiang, Deliang
收藏  |  浏览/下载：223/0  |  提交时间：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  
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
作者:  Huang, Xiayuan;  Qiao, Hong;  Zhang, Bo;  Nie, Xiangli
收藏  |  浏览/下载：125/0  |  提交时间：2020/10/27
Land Cover Classification  Dimensionality Reduction  Feature Extraction  Spatial Information  Polarimetric Signature  Tensor Local Discriminant Embedding  Plosar Image  
Supervised Polarimetric SAR Image Classification Using Tensor Local Discriminant Embedding 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2018, 期号: 27(6), 页码: 2966-2979
作者:  Huang, Xiayuan;  Qiao, Hong;  Bo, Zhang;  Nie, Xiangli
Adobe PDF(6084Kb)  |  收藏  |  浏览/下载：155/64  |  提交时间：2020/10/13
land cover classification  dimensionality reduction  tensor local discriminant analysis  PolSAR image  
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
作者:  Huang, Xiayuan;  Nie, Xiangli;  Qiao, Hong
Adobe PDF(8269Kb)  |  收藏  |  浏览/下载：349/73  |  提交时间：2020/08/03
Wishart distance  Euclidean distance of polarimetric features  co-regularized graph embedding  dimensionality reduction  PolSAR image feature extraction  
Research on an Urban Building Area Extraction Method with High-Resolution PolSAR Imaging Based on Adaptive Neighborhood Selection Neighborhoods for Preserving Embedding 期刊论文
ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION, 2020, 卷号: 9, 期号: 2, 页码: 15
作者:  Cheng, Bo;  Cui, Shiai;  Ma, Xiaoxiao;  Liang, Chenbin
收藏  |  浏览/下载：177/0  |  提交时间：2020/06/02
PolSAR  machine learning  ANSNPE  SVM  
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
作者:  Nie, Xiangli;  Ding, Shuguang;  Huang, Xiayuan;  Qiao, Hong;  Zhang, Bo;  Jiang, Zhong-Ping
Adobe PDF(16269Kb)  |  收藏  |  浏览/下载：406/78  |  提交时间：2019/07/12
Multiview learning  online classification  passive-aggressive (PA) algorithm  polarimetric synthetic aperture radar (PolSAR)  
Local Discriminant Canonical Correlation Analysis for Supervised PolSAR Image Classification 期刊论文
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2017, 卷号: 14, 期号: 11, 页码: 2102-2106
作者:  Huang, Xiayuan;  Zhang, Bo;  Qiao, Hong;  Nie, Xiangli
Adobe PDF(2283Kb)  |  收藏  |  浏览/下载：360/109  |  提交时间：2017/12/30
Canonical Correlation Analysis (Cca)  Dimensionality Reduction (Dr)  Local Discriminant Embedding (Lde)  Multiview Feature Extraction  Supervised Polarimetric Synthetic Aperture Radar (Polsar) Image Classification  
A new nonlocal TV-based variational model for SAR image despeckling based on the G(0) distribution 期刊论文
DIGITAL SIGNAL PROCESSING, 2017, 卷号: 68, 期号: 68, 页码: 44-56
作者:  Nie, Xiangli;  Huang, Xiayuan;  Feng, Wensen
浏览  |  Adobe PDF(4217Kb)  |  收藏  |  浏览/下载：321/98  |  提交时间：2017/12/30
Synthetic Aperture Radar (Sar)  Speckle Noise  g(0) Distribution  Nonlocal Total Variation (Nltv)  Primal-dual Algorithm  Mellin Transform (Mt)