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Similarity Constraints-Based Structured Output Regression Machine: An Approach to Image Super-Resolution 期刊论文
IEEE Transactions on Neural Networks and Learning Systems, 2016, 卷号: 27, 期号: 12, 页码: 2472-2485
作者:  Deng, Cheng;  Xu, Jie;  Zhang, Kaibing;  Tao, Dacheng;  Gao, Xinbo;  Li, Xuelong;  Deng, C (reprint author), Xidian Univ, Sch Elect Engn, Xian 710071, Peoples R China.
Adobe PDF(5982Kb)  |  收藏  |  浏览/下载：257/1  |  提交时间：2016/12/30
NoNlocal (Nl) Self-similarity  Structured Output  Super-resolution (Sr)  Support Vector Regression (Svr)  
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：215/0  |  提交时间：2016/12/30
Hyperspectral Image (Hsi) Classification  Markov Random Field (Mrf)  Multitask  Sparse Representation  
Unsupervised 3D Local Feature Learning by Circle Convolutional Restricted Boltzmann Machine 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2016, 卷号: 25, 期号: 11, 页码: 5331-5344
作者:  Han, Zhizhong;  Liu, Zhenbao;  Han, Junwei;  Vong, Chi-Man;  Bu, Shuhui;  Li, Xuelong;  Liu, Zhenbao (liuzhenbao@nwpu.edu.cn)
Adobe PDF(3347Kb)  |  收藏  |  浏览/下载：317/1  |  提交时间：2016/10/09
Circle Convolutional Restricted Boltzmann Machine  Deep Learning  Projection Distance Distribution  Geometry Processing  Fourier Transform Modulus  3d Shapes  
Local structure learning in high resolution remote sensing image retrieval 期刊论文
NEUROCOMPUTING, 2016, 卷号: 207, 页码: 813-822
作者:  Du, Zhongxiang;  Li, Xuelong;  Lu, Xiaoqiang;  Li, XL
Adobe PDF(3260Kb)  |  收藏  |  浏览/下载：197/2  |  提交时间：2016/11/14
High Resolution Remote Sensing Image Retrieval  Lipschitz Smooth  Manifold Structure  
Congested scene classification via efficient unsupervised feature learning and density estimation 期刊论文
PATTERN RECOGNITION, 2016, 卷号: 56, 页码: 159-169
作者:  Yuan, Yuan;  Wan, Jia;  Wang, Qi
Adobe PDF(2339Kb)  |  收藏  |  浏览/下载：203/1  |  提交时间：2016/08/19
Computer Vision  Unsupervised Feature Learning  Scene Classification  Density Estimation  Spherical K-means  Feature Pooling  
Robust Semi-Supervised Subspace Clustering via Non-Negative Low-Rank Representation 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2016, 卷号: 46, 期号: 8, 页码: 1828-1838
作者:  Fang, Xiaozhao;  Xu, Yong;  Li, Xuelong;  Lai, Zhihui;  Wong, Wai Keung
Adobe PDF(1675Kb)  |  收藏  |  浏览/下载：229/1  |  提交时间：2016/09/22
Affinity Matrix  Low-rank Representation (Lrr)  Subspace Clustering  Supervision Information  
Spatiochromatic Context Modeling for Color Saliency Analysis 期刊论文
IEEE Transactions on Neural Networks and Learning Systems, 2016, 卷号: 27, 期号: 6, 页码: 1177-1189
作者:  Zhang, Jun;  Wang, Meng;  Zhang, Shengping;  Li, Xuelong;  Wu, Xindong
Adobe PDF(8770Kb)  |  收藏  |  浏览/下载：231/1  |  提交时间：2016/10/13
Image Segmentation  Object Recognition  Visualization  
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：454/1  |  提交时间：2016/10/13
Image Classification  Spectroscopy  Vector Spaces  
DISC: Deep Image Saliency Computing via Progressive Representation Learning 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2016, 卷号: 27, 期号: 6, 页码: 1135-1149
作者:  Chen, Tianshui;  Lin, Liang;  Liu, Lingbo;  Luo, Xiaonan;  Li, Xuelong
Adobe PDF(4845Kb)  |  收藏  |  浏览/下载：446/1  |  提交时间：2016/09/19
Convolutional Neural Network (Cnn)  Image Labeling  Representation Learning  Saliency Detection  
Incrementally Detecting Moving Objects in Video with Sparsity and Connectivity 期刊论文
COGNITIVE COMPUTATION, 2016, 卷号: 8, 期号: 3, 页码: 420-428
作者:  Pan, Jing;  Li, Xiaoli;  Li, Xuelong;  Pang, Yanwei
Adobe PDF(1525Kb)  |  收藏  |  浏览/下载：180/2  |  提交时间：2016/09/18
Subspace Learning  Object Detection  Sparsity  Connectivity