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Modified eigenvector-based feature extraction for hyperspectral image classification using limited samples 期刊论文
SIGNAL IMAGE AND VIDEO PROCESSING, 2020, 卷号: 14, 期号: 4, 页码: 711-717
作者:  Wang, Wenning;  Mou, Xuanqin;  Liu, Xuebin
Adobe PDF(1213Kb)  |  收藏  |  浏览/下载:169/1  |  提交时间:2019/12/11
Eigenvector spectra  Feature extraction  Limited training sample classification  Hyperspectral image  
Spectral-spatial hyperspectral image classification via locality and structure constrained low-rank representation 会议论文
2018 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2018 - Proceedings, Valencia, Spain, 2018-07-22
作者:  He, Xiang;  Wang, Qi;  Li, Xuelong
Adobe PDF(411Kb)  |  收藏  |  浏览/下载:87/0  |  提交时间:2019/05/13
Rank-κ 2-D multinomial logistic regression for matrix data classification 期刊论文
IEEE Transactions on Neural Networks and Learning Systems, 2018, 卷号: 29, 期号: 8, 页码: 3524-3537
作者:  Song, Kun;  Nie, Feiping;  Han, Junwei;  Li, Xuelong
Adobe PDF(2627Kb)  |  收藏  |  浏览/下载:206/0  |  提交时间:2018/12/18
Hyperspectral Image Classification via Multitask Joint Sparse Representation and Stepwise MRF Optimization 期刊论文
IEEE Transactions on Cybernetics, 2016, 卷号: 46, 期号: 12, 页码: 2966-2977
作者:  Yuan, Yuan;  Lin, Jianzhe;  Wang, Qi;  Wang, Q (reprint author), Northwestern Polytech Univ, Sch Comp Sci, Xian 710072, Peoples R China.
Adobe PDF(1493Kb)  |  收藏  |  浏览/下载:221/0  |  提交时间:2016/12/30
Hyperspectral Image (Hsi) Classification  Markov Random Field (Mrf)  Multitask  Sparse Representation  
Action recognition by joint learning 期刊论文
IMAGE AND VISION COMPUTING, 2016, 卷号: 55, 页码: 77-85
作者:  Yuan, Yuan;  Qi, Lei;  Lu, Xiaoqiang;  Lu, XQ (reprint author), Chinese Acad Sci, State Key Lab Transient Opt & Photon, Ctr OPT IMagery Anal & Learning OPTIMAL, Xian Inst Opt & Precis Mech, Xian 710119, Shaanxi, Peoples R China.
Adobe PDF(1471Kb)  |  收藏  |  浏览/下载:171/0  |  提交时间:2016/12/30
Computer Vision  Action Recognition  Sparse Coding  Multinomial Logistic Regression (Mlr)  Joint Learning  
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:459/1  |  提交时间:2016/10/13
Image Classification  Spectroscopy  Vector Spaces  
Low-rank representation for 3D hyperspectral images analysis from map perspective 期刊论文
SIGNAL PROCESSING, 2015, 卷号: 112, 页码: 27-33
作者:  Yuan, Yuan;  Fu, Min;  Lu, Xiaoqiang
Adobe PDF(1225Kb)  |  收藏  |  浏览/下载:278/3  |  提交时间:2015/03/18
3d Hyperspectral Data  Semantic Analysis  Segmentation  Markov Random Field (Mrf)  Low-rank Representation (Lrr)  Maximum a Posteriori (Map)  Remote Sensing