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Structured dictionary learning for abnormal event detection in crowded scenes 期刊论文
PATTERN RECOGNITION, 2018, 卷号: 73, 页码: 99-110
Authors:  Yuan, Yuan;  Feng, Yachuang;  Lu, Xiaoqiang
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Video Surveillance  Abnormal Event Detection  Dictionary Learning  Sparse Representation  Reference Event  
Statistical Hypothesis Detector for Abnormal Event Detection in Crowded Scenes 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2017, 卷号: 47, 期号: 11, 页码: 3597-3608
Authors:  Yuan, Yuan;  Feng, Yachuang;  Lu, Xiaoqiang
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Abnormal Event Detection  Abnormality Detector  Mixture Of Gaussian (Mog)  Statistical Hypothesis Test  
Dimensionality Reduction by Spatial-Spectral Preservation in Selected Bands 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2017, 卷号: 55, 期号: 9, 页码: 5185-5197
Authors:  Zheng, Xiangtao;  Yuan, Yuan;  Lu, Xiaoqiang;  Lu, XQ
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Band Selection  Determinantal Point Process (Dpp)  Dimensionality Reduction (Dr)  Multiple Laplacian Eigenmaps (Mles)  
Remote Sensing Scene Classification by Unsupervised Representation Learning 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2017, 卷号: 55, 期号: 9, 页码: 5148-5157
Authors:  Lu, Xiaoqiang;  Zheng, Xiangtao;  Yuan, Yuan;  Lu, XQ
Adobe PDF(2613Kb)  |  Favorite  |  View/Download：151/1  |  Submit date：2017/09/20
Adaptive Deconvolution Network  Remote Sensing Scene Classification  Unsupervised Representation Learning  
Discovering Diverse Subset for Unsupervised Hyperspectral Band Selection 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2017, 卷号: 26, 期号: 1, 页码: 51-64
Authors:  Yuan, Yuan;  Zheng, Xiangtao;  Lu, Xiaoqiang;  Yuan, Y (reprint author), Chinese Acad Sci, Xian Inst Opt & Precis Mech, Ctr Opt IMagery Anal & Learning OPTIMAL, State Key Lab Transient Opt & Photon, Xian 710119, Shaanxi, Peoples R China.
Adobe PDF(3800Kb)  |  Favorite  |  View/Download：123/2  |  Submit date：2017/07/06
Hyperspectral Band Selection  Multiple Graphs  Determinantal Point Process  Hyperspectral Image Classification  Anomaly Detection  Target Detection  
Hyperspectral Image Superresolution by Transfer Learning 期刊论文
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2017, 卷号: 10, 期号: 5, 页码: 1963-1974
Authors:  Yuan, Yuan;  Zheng, Xiangtao;  Lu, Xiaoqiang;  Lu, XQ (reprint author), Chinese Acad Sci, Xian Inst Opt & Precis Mech, State Key Lab Transient Opt & Photon, Ctr OPT IMagery Anal & Learning OPTIMAL, Xian 710119, Peoples R China.
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Collaborative Nonnegative Matrix Factorization (Cnmf)  Convolutional Neural Network (Cnn)  Hyperspectral Image (Hsi) Superresolution  
Joint Dictionary Learning for Multispectral Change Detection 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2017, 卷号: 47, 期号: 4, 页码: 884-897
Authors:  Lu, Xiaoqiang;  Yuan, Yuan;  Zheng, Xiangtao
Adobe PDF(3207Kb)  |  Favorite  |  View/Download：189/2  |  Submit date：2017/04/06
Automatic Threshold Selection  Change Detection  Joint Dictionary Learning  Multitemporal Remote Sensing  
Latent Semantic Minimal Hashing for Image Retrieval 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2017, 卷号: 26, 期号: 1, 页码: 355-368
Authors:  Lu, Xiaoqiang;  Zheng, Xiangtao;  Li, Xuelong
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Hashing  Approximate Nearest Neighbor  Latent Semantic  Image Retrieval  
Learning deep event models for crowd anomaly detection 期刊论文
NEUROCOMPUTING, 2017, 卷号: 219, 页码: 548-556
Authors:  Feng, Yachuang;  Yuan, Yuan;  Lu, Xiaoqiang;  Lu, Xiaoqiang (luxq666666@gmail.com)
Adobe PDF(946Kb)  |  Favorite  |  View/Download：174/2  |  Submit date：2016/12/21
Deep Neural Network  Pcanet  Deep Gmm  Crowded Scene  Abnormal Event Detection  Video Surveillance  
A target detection method for hyperspectral image based on mixture noise model 期刊论文
NEUROCOMPUTING, 2016, 卷号: 216, 页码: 331-341
Authors:  Zheng, Xiangtao;  Yuan, Yuan;  Lu, Xiaoqiang;  Lu, Xiaoqiang (luxq666666@gmail.com)
Adobe PDF(1951Kb)  |  Favorite  |  View/Download：178/1  |  Submit date：2016/11/30
Hyperspectral Data  Subpixel  Target Detection  
Local structure learning in high resolution remote sensing image retrieval 期刊论文
NEUROCOMPUTING, 2016, 卷号: 207, 页码: 813-822
Authors:  Du, Zhongxiang;  Li, Xuelong;  Lu, Xiaoqiang;  Li, XL
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High Resolution Remote Sensing Image Retrieval  Lipschitz Smooth  Manifold Structure  
A non-negative low-rank representation for hyperspectral band selection 期刊论文
INTERNATIONAL JOURNAL OF REMOTE SENSING, 2016, 卷号: 37, 期号: 19, 页码: 4590-4609
Authors:  Feng, Yachuang;  Yuan, Yuan;  Lu, Xiaoqiang;  Lu, Xiaoqiang (luxiaoqiang@opt.ac.cn)
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Digital Storage  Image Processing  Independent Component Analysis  Mean Square Error  Spectroscopy  
A discriminative representation for human action recognition 期刊论文
PATTERN RECOGNITION, 2016, 卷号: 59, 页码: 88-97
Authors:  Yuan, Yuan;  Zheng, Xiangtao;  Lu, Xiaoqiang;  Lu, Xiaoqiang (luxiaoqiang@opt.ac.cn)
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Action Recognition  Discriminative Representation  Classifier  Maximum Likelihood  
Video parsing via spatiotemporally analysis with images 期刊论文
MULTIMEDIA TOOLS AND APPLICATIONS, 2016, 卷号: 75, 期号: 19, 页码: 11961-11976
Authors:  Li, Xuelong;  Mou, Lichao;  Lu, Xiaoqiang;  Lu, Xiaoqiang (luxq666666@gmail.com)
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Semantic Video Parsing  Transfer Learning  Maximum a Posterior (Map) Inference  Markov Random Felds (Mrf)  Prior Contextual Constraint  
Surveillance Video Synopsis via Scaling Down Objects 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2016, 卷号: 25, 期号: 2, 页码: 740-755
Authors:  Li, Xuelong;  Wang, Zhigang;  Lu, Xiaoqiang
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Video Synopsis  Surveillance  Reduce Collision  Reduce Size  Optimization  
Spatiotemporal Statistics for Video Quality Assessment 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2016, 卷号: 25, 期号: 7, 页码: 3329-3342
Authors:  Li, Xuelong;  Guo, Qun;  Lu, Xiaoqiang
Adobe PDF(2726Kb)  |  Favorite  |  View/Download：109/2  |  Submit date：2016/09/22
Video Quality Assessment  No-reference  3d-dct  Natural Video  Spatiotemporal Statistics