Self-paced Matrix Factorization Qian Zhao, Deyu Meng, Lu Jiang, Qi Xie, Zongben Xu, Alexander Hauptmann. AAAI Conference on Artificial Intelligence (AAAI), 2015
Self-paced Curriculum Learning Lu Jiang, Deyu Meng, Qian Zhao, Shiguang Shan, Alexander Hauptmann. AAAI Conference on Artificial Intelligence (AAAI), 2015
Complex Event Detection via Event Oriented Dictionary Learning Yan Yan, Yi Yang, Haoquan Shen, Deyu Meng, Gaowen Liu, Alexander Hauptmann, Nicu Sebe. AAAI Conference on Artificial Intelligence (AAAI), 2015
A Kernel Classification Framework for Metric Learning Faqiang Wang, Wangmeng Zuo, Lei Zhang, Deyu Meng, and David Zhang. to appear in IEEE Transactions on Neural Networks and Learning Systems, 2014.[pdf]
A Novel Group-sparsity-optimization-based Feature Selection Model for Complex Interaction Recognition Luyu Yang, Chenqiang Gao, Deyu Meng, Lu Jiang. Asian Conference of Computer Vision (ACCV), 2014.
Self-paced Learning with Diversity Lu Jiang, Deyu Meng, Shoou-I Yu, Zhen-Zhong Lan, Shiguang Shan, Alexander Hauptmann. Neural Information Processing Systems (NIPS), 2014. [pdf] [Supplementary material
]
Easy Samples First: Self-paced Reranking for Multimedia Search Lu Jiang, Deyu Meng, Teruko Mitamura, Alexander Hauptmann. ACM Multimedia (ACM MM), 2014. [pdf]
Unsupervised Video Adaptation for Parsing Human Motion Haoquan Shen, Shoou-I Yu, Yi Yang, Deyu Meng, Alexander Hauptmann. European Conference on Computer Vision (ECCV), 2014. [demo]
On the Optimal Solution of Weighted Nuclear Norm Minimization Qi Xie, Deyu Meng, Shuhang Gu, Lei Zhang, Wangmeng Zuo, Xiangchu Feng, Zongben Xu. arXiv:1405.6012v1, 2014. [pdf]
FastMMD: Ensemble of Circular Discrepancy for Efficient Two-Sample Test Ji Zhao, Deyu Meng. arXiv:1405.2664, 2014. [pdf] [code]
Robust Principal Component Analysis with Complex Noise Qian Zhao, Deyu Meng, Zongben Xu, Wangmeng Zuo, Lei Zhang. International Conference of Machine Learning (ICML), 2014. [pdf] [supplementary material] [code]
Decomposable Nonlocal Tensor Dictionary Learning for Multispectral Image Denoising
Yi Peng, Deyu Meng, Zongben Xu, Chenqiang Gao, Yi Yang and Biao Zhang.
IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2014 [code]
Transitive Distance Clustering with K-Means Duality
Zhiding Yu, Chunjing Xu, Deyu Meng, Zhuo Hui, Fanyi Xiao, Wenbo Liu.
IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2014
Towards Efficient Learning of Optimal Spatial Bag-of-Words Representations (best paper runner up)
Lu Jiang, Wei Tong, Deyu Meng, Alexander G. Hauptmann.
ACM International Conference on Multimedia Retrieval (ICMR) 2014. [pdf] [slides] [JS Tiling webpage]
Interactive Surveillance Event Detection through Mid-Level Discriminative Representation
Chenqiang Gao, Deyu Meng, Wei Tong, Yi Yang, Yang Cai, Haoquan Shen, Gaowen Liu, Shicheng Xu, Alexander Hauptmann.
ACM International Conference on Multimedia Retrieval (ICMR) 2014. [pdf]
Robust Matrix Factorization with Unknown Noise
Deyu Meng, Fernando De la Torre.
International Conference of Computer Vision (ICCV) 2013. [pdf]
A Recursive Divide-and-conquer Approach for Sparse Principal Component Analysis
Qian Zhao, Deyu Meng, Zongben Xu.
arXiv:1211.7219, 2013. [pdf] [code]
A Generalized Iterated Shrinkage Algorithm for Non-convex Sparse Coding
Wangmeng Zuo, Deyu Meng, Lei Zhang, Xiangchu Feng, David Zhang.
International Conference of Computer Vision (ICCV) 2013. [pdf] [supplementary material] [code]
Following the Entire Solution Path of Sparse Principal Component Analysis by Coordinate-Pairwise Algorithm
Deyu Meng, Hengbin Cui, Zongben Xu, Kaili Jing.
Data & Knowledge Engineering, 88: 25-36, 2013. [pdf] [code]
Infrared Patch-image Model for Small Target Detection
in a Single Image. Chenqiang Gao, Deyu Meng,
Yi Yang, Yongtao Wang, Xiaofang Zhou and Alexander G. Hauptmann.
IEEE Transactions on Image Processing. 22(12): 4996-5009, 2013.
The Strong Convergence of Visual Classification Method and Its Applications. Deyu Meng, Yee Leung, Zongben Xu.
Information Sciences. 249: 85-95, 2013.
A Cyclic Weighted Median Method for L1 Low-rank Matrix Factorization with Missing Entries
Deyu Meng, Zongben Xu, Lei Zhang, Ji Zhao.
Association for the Advancement of Artificial Intelligence (AAAI), 2013. [pdf] [code]
Evaluation of A Spatial Relationship by The Concept of Intrinsic Spatial Distance. Yee Leung, Deyu Meng, Zongben Xu.
Geograhpical Analysis, 45(4):380-400, 2013. [code]
Learning Dictionary from Signals under Global Sparsity Constraint. Deyu Meng, Qian Zhao, Yee Leung, Zongben Xu.
Neurocomputing, 119:308-318, 2013. [pdf]
Passage Method for Nonlinear Dimensionality Reduction of Data on Multi-cluster Manifolds. Deyu Meng, Yee Leung, Zongben Xu.
Pattern Recognition. 46(8) 2175-2186, 2013. [pdf]
Detecting Intrinsic Loops Underlying Data Manifold. Deyu Meng, Yee Leung, Zongben Xu.
IEEE Transactions on Knowledge and Data Engineering. 25(2) 337-347, 2013. [pdf]
Evaluating Nonlinear Dimensionality Reduction Based on Its Local and Global Quality Assessments. Deyu Meng, Yee Leung, Zongben Xu.
Neurocomputing, 74(6): 941-948, 2011.[pdf] [code]
Fast and Efficient Strategies for Model Selection of Support Vector Machines. Zongben Xu, Mingwei Dai, Deyu Meng.
IEEE Transactions on Systems, Man and Cybernetics, Part B. 39(5) 1292-1307, 2009.[pdf] [code]
Nonlinear Dimensionality Reduction of Data Lying on The Multi-cluster Manifold. Deyu Meng, Yee Leung, Tung Fung, Zongben Xu.
IEEE Transactions on Systems, Man and Cybernetics, Part B. 38(4) 1111-1122, 2008.
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