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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:250/0  |  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)  
Supervised deep hashing with a joint deep network 期刊论文
PATTERN RECOGNITION, 2020, 卷号: 105
作者:  Chen, Yaxiong;  Lu, Xiaoqiang;  Li, Xuelong
Adobe PDF(2408Kb)  |  收藏  |  浏览/下载:202/3  |  提交时间:2020/07/20
Image retrieval  Supervised hashing  CNN  RNN  Deep learning  
Siamese Dilated Inception Hashing With Intra-Group Correlation Enhancement for Image Retrieval 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2020, 卷号: 31, 期号: 8, 页码: 3032-3046
作者:  Lu, Xiaoqiang;  Chen, Yaxiong;  Li, Xuelong
Adobe PDF(3109Kb)  |  收藏  |  浏览/下载:293/0  |  提交时间:2020/09/04
Correlation  Hash functions  Semantics  Training  Approximation algorithms  Convolution  Image retrieval  Category-level semantics  deep hashing  image retrieval  multi-scale contextual information  
Spectral Clustering by Joint Spectral Embedding and Spectral Rotation 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2020, 卷号: 50, 期号: 1, 页码: 247-258
作者:  Pang, Yanwei;  Xie, Jin;  Nie, Feiping;  Li, Xuelong
Adobe PDF(2521Kb)  |  收藏  |  浏览/下载:215/0  |  提交时间:2020/03/06
Normalized cut (Ncut)  spectral clustering  spectral rotation  
An efficient framework for unsupervised feature selection 期刊论文
NEUROCOMPUTING, 2019, 卷号: 366, 页码: 194-207
作者:  Zhang, Han;  Zhang, Rui;  Nie, Feiping;  Li, Xuelong
Adobe PDF(2196Kb)  |  收藏  |  浏览/下载:274/4  |  提交时间:2019/10/18
Efficient unsupervised feature selection  Bipartite graph  Discrete indicator matrix  Uncorrelated regression model  
Similarity Constrained Convex Nonnegative Matrix Factorization for Hyperspectral Anomaly Detection 期刊论文
IEEE Transactions on Geoscience and Remote Sensing, 2019, 卷号: 57, 期号: 7, 页码: 4810-4822
作者:  Zhang, Wuxia;  Lu, Xiaoqiang;  Li, Xuelong
Adobe PDF(2142Kb)  |  收藏  |  浏览/下载:223/0  |  提交时间:2019/07/17
Convex nonnegative matrix factorization (CNMF)  hyperspectral anomaly detection  hyperspectral imagery  similarity constrained  
Low-Rank 2-D Neighborhood Preserving Projection for Enhanced Robust Image Representation 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2019, 卷号: 49, 期号: 5, 页码: 1859–1872
作者:  Lu, Yuwu;  Lai, Zhihui;  Li, Xuelong;  Wong, Wai Keung;  Yuan, Chun;  Zhang, David
Adobe PDF(1718Kb)  |  收藏  |  浏览/下载:240/0  |  提交时间:2019/04/12
2-D neighborhood preserving projection (2DNPP)  image representation  low-rank  robust feature extraction  
Joint Learning of Fuzzy k-Means and Nonnegative Spectral Clustering With Side Information 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2019, 卷号: 28, 期号: 5, 页码: 2152–2162
作者:  Zhang, Rui;  Nie, Feiping;  Guo, Muhan;  Wei, Xian;  Li, Xuelong
Adobe PDF(2331Kb)  |  收藏  |  浏览/下载:305/1  |  提交时间:2019/03/20
Fuzzy K-means  spectral clustering  adaptive loss function  
Semisupervised Learning With Parameter-Free Similarity of Label and Side Information 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2019, 卷号: 30, 期号: 2, 页码: 405–414
作者:  Zhang, Rui;  Nie, Feiping;  Li, Xuelong
Adobe PDF(1215Kb)  |  收藏  |  浏览/下载:227/1  |  提交时间:2019/03/20
Graph-based semisupervised learning (GSL)  quadratic trace ratio (QTR) problem  side information  soft label  
Structurally Incoherent Low-Rank Nonnegative Matrix Factorization for Image Classification 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2018, 卷号: 27, 期号: 11, 页码: 5248-5260
作者:  Lu, Yuwu;  Yuan, Chun;  Zhu, Wenwu;  Li, Xuelong
Adobe PDF(2165Kb)  |  收藏  |  浏览/下载:281/1  |  提交时间:2018/09/11
Nmf  Structurally Incoherent  Low-rank  Image Classification