Welcome to Risheng's Homepage

Risheng Liu (刘日升)
rsliu AT dlut DOT edu DOT cn
Dalian  University of Technology


Please visit my new webpage
or

http://cggi.dlut.edu.cn/people/~rsliu/

Research Interests:

 Ø Sparse Coding

 Ø Low-Rank Modeling

 Ø Learning-Based PDEs

 Ø Deep Learning

Papers:

Ø  2014年:

 [1].  Risheng Liu, Junjie Cao, Zhouchen Lin and Shiguang Shan. Adaptive Partial Differential Equation Learning for Visual Saliency Detection. CVPR 2014 (Oral, 接受率: 5.75%, EI, A类会议).

 [2].  Yiyang Wang, Risheng Liu*, Xiaoliang Song and Zhixun Su. Nonlocal L0 Minimization for Saliency Detection, accepted by ACCV 2014 (Oral, 接受率:< 4%, EI, C类会议).

 [3].  Risheng Liu*, Wei Jin, Zhixun Su and Changcheng Zhang. Latent Subspace Projection Pursuit with Online Optimization for Robust Visual Tracking, accepted by IEEE Multimedia Magazine (IF = 1.767, SCI)

 [4].  Risheng Liu*, Zhouchen Lin, and Zhixun Su. Learning Markov Random Walks for Robust Subspace Clustering and Estimation. accepted by Neural Networks. (IF=1.927, SCI, B类期刊).

 [5].  Zhouchen Lin, Risheng Liu*, and Huan Li. Linearized Alternating Direction Method with Parallel Splitting and Adaptive Penalty for Separable Convex Programs in Machine Learning. conditionally accepted by Machine Learning Journal(IF=1.454, SCI, B类期刊).

 [6].  Kewei Tang, Risheng Liu, Zhixun Su and Jie Zhang. Structure Constrained Low-Rank Representation. accepted by IEEE Trans. NNLS (IF=3.766, SCI, B类期刊).

 [7].  Risheng Liu, Zhouchen Lin, Zhixun Su and Junbin Gao. Linear Time Principal Component Pursuit and Its Extensions Using $\ell_1$ Filtering. accepted by Neurocomputing (IF=1.634, SCI, C类期刊,引用14).

 [8].  Jinshan Pan, Risheng Liu, Zhixun Su and Guili Liu. Motion Blur Kernel Estimation via Salient Edges and Low Rank Prior. ICME 2014 (EI, B类会议).

 [9].  Wei Jin, Risheng Liu*, Zhixun Su , Changcheng Zhang and Shanshan Bai. Robust Visual Tracking Using Latent Subspace Projection Pursuit. ICME 2014 (Best Student Paper, EI, B类会议).

[10].  Shanshan Bai, Risheng Liu*, Zhixun Su , Changcheng Zhang and Jin Wei. Incremental Robust Local Dictionary Learning for Visual Tracking. ICME 2014 (EI, B类会议).

[11].  Risheng Liu*, Maoran Bian, Zhixun Su, Jinshan Pan, and Bo Li. Saliency Detection Using Prior Guided Multi-view Low-rank Modeling. accepted by Journal of Information and Computational Science (EI).

[12].  Yuxia Song, Junjie Cao, Risheng Liu, Guangyu Zhong, and Zhixun Su. Saliency Detection via Ranking with Reconstruction Error. accepted by Journal of Information and Computational Science (EI).

 

Ø  2013年:

[13].  Risheng Liu, Zhouchen Lin, and Zhixun Su. Linearized Alternating Direction Method with Parallel Splitting and Adaptive Penalty for Separable Convex Programs in Machine Learning. Journal of Machine Learning Research, 2013 (ACML 2013 Long Oral, 接受率: 12%).

[14].  Yue Deng, Qionghai Dai, Risheng Liu, Zengke Zhang and Sanqing Hu. Low-Rank Structure Learning via Non-Convex Heuristic Recovery. IEEE Trans. NNLS, 2013 (IF=3.766, SCI, B类期刊,引用11).被推荐为IEEE Computational Intelligence Magazine Publication Spotlight亮点论文.

[15].  Risheng Liu, Zhouchen Lin, Wei Zhang, Kewei Tang and Zhixun Su. Toward Designing Intelligent PDEs for Computer Vision: An Optimal Control Approach. Image and Vision Computing, 2013 (IF=1.952, SCI, C类期刊).

[16].  Changcheng Zhang, Risheng Liu*, Tianshuang Qiu, and Zhixun Su.Robust Visual Tracking via Incremental Low-rank Features Learning. Neurocomputing, 2013 (IF=1.634SCI, C类期刊).

[17].  Jinshan Pan, Risheng Liu, Zhixun Su, and Xianfeng Gu. Kernel Estimation from Salient Structure for Robust Motion Deblurring. Signal Processing: Image Communication, 2013 (IF=1.423, SCI, C类期刊).

[18].  Lili Pan, Risheng Liu  and Mei Xie. Mixture of Related Regressions for Head Pose Estimation. ICIP 2013  (EI, C类会议).

[19].  Jinshan Pan, Zhixun Su, Maoran Bian and Risheng Liu. Saliency Detection Based on an Edge-preserving Filter. ICIP 2013  (EI, C类会议).

[20].  Kewei Tang, Risheng Liu, and Zhixun Su. Dimensionality Reduction via Low Rank Regression. GDC 2013 (Best Student Paper) ,已被推荐到SCI期刊Applied Mathematics, A Journal of Chinese Universities.

 

Ø  2012年及之前(博士期间)

[21].  Risheng Liu, Zhouchen Lin, Fernando De la Torre and Zhixun Su. Fixed-Rank Representation for Unsupervised Visual Learning. CVPR 2012 (EI, A会议).

[22].  Zhouchen Lin, Risheng Liu and Zhixun Su. Linearized Alternating Direction Method with Adaptive Penalty for Low-Rank Representation. NIPS 2011 (EI, B类会议).

[23].  Risheng Liu, Zhouchen Lin, Wei Zhang and Zhixun Su. Learning PDEs for Image Restoration via Optimal Control. ECCV 2010 (EI, B类会议).

[24].  Risheng Liu, Zhouchen Lin, Zhixun Su and Kewei Tang. Feature Extraction by Learning Lorentzian Metric Tensor and Its Extensions. Pattern Recognition, 2010 (IF=3.219,SCI, B类期刊).

[25].  Risheng Liu, Zhixun Su, Zhouchen Lin and Xiaoyu Hou. Lorentzian Discriminant Projection and Its Applications. ACCV 2009 (EI, C类会议).

[26].  Risheng Liu, Ruru Hao and Zhixun Su. Mixture of Manifolds Clustering via Low Rank Embedding. Journal of Information and Computational Science, 2011 (EI).

[27].  Hao Ji, Risheng Liu, Fei Su, Zhixun Su and Yan Tian. Robust Head Pose Estimation via Convex Regularized Sparse Regression. ICIP 2011 (C类会议).

[28].  Lijun Wang, Risheng Liu and Zhixun Su. Robust Visual Tracking via Incremental Lorentzian Discriminant Projection. Journal of Information and Computational Science, 2012 (EI).

[29].  Kewei Tang, Chao Yu, Risheng Liu and Zhixun Su. A Semi-supervised Dimensionality Reduction Framework for Face Recognition Based on Sparse Lorentzian Metric Tensors. Journal of Information and Computational Science, 2011 (EI).

[30].  唐科威, 刘日升, 杜慧, 苏志勋. 一种基于张量和洛仑兹几何的降维方法.自动化学报, 2011 (EI)

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