Full list

2018

[9] Risheng Liu, Shichao Cheng, Yi He, Xin Fan, Zhongxuan Luo: Toward Designing Convergent Deep Operator Splitting Methodsfor Task-specific Nonconvex Optimization. IJCAI(CCF A Conference), 2018.

[8] Yi Wang, Nan Xue, Xin Fan, Jiebo Luo, Risheng Liu, Bing Chen, Haojie Li, Zhongxuan Luo: Factorization-free On-line Kernel Learning for Unlabeled Chunk Data Streams. IJCAI(CCF A Conference), 2018.

[7] Risheng Liu, Zhiying Jiang, Xin Fan, Haojie Li, Zhongxuan Luo: Single Image Layer Separation via Deep ADMM Unrolling. ICME(Oral, CCF B Conference), 2018.

[6] Shichao Cheng, Risheng Liu, Xin Fan, Zhongxuan Luo. Designing a stable feedback control system for blind image deconvolution. Neural Networks (CCF B Journal).

[5] Risheng Liu, Zhiying Jiang, Long Ma, Xin Fan, Haojie Li, Zhongxuan Luo. Deep Layer Prior Optimization For Single Image Rain Streaks Removal. ICASSP 2018 (CCF B Conference).

[4] Risheng Liu, Shiqi Li, Long Ma, Xin Fan, Haojie Li, Zhongxuan Luo. Robust Haze Removal via Joint Deep Transmission and Scene Propagation. ICASSP 2018 (Oral, CCF B Conference).

[3] Risheng Liu, Xin Fan, Shichao Cheng, Xiangyu Wang and Zhongxuan Luo. Proximal Alternating Direction Networks: A Globally Converged Deep Unrolling Framework. AAAI 2018 (CCF A Conference).

[2] Xin Fan, Risheng Liu, Kang Huyan and Zhongxuan Luo. Self-reinforced Cascaded Regression for Face Alignment. AAAI 2018 (CCF A Conference).

[1] Nenggan Zheng, Jun Wen, Risheng Liu, Liangqu Long, Jianhua Dai and Zhefeng Gong. Unsupervised Representation Learning with Long-Term Dynamics for Skeleton Based Action Recognition. AAAI 2018 (CCF A Conference).

2017

[15] Bo Li, Risheng Liu, Junjie Cao, Yukun Lai, Jie Zhang, and Xiuping Liu: Online Low-Rank Representation Learning for Joint Multi-Subspace Recovery and Clustering. IEEE TIP, 2017 (IF=4.828, SCI, EI, CCF A Journal, Area 2).

[14] Xin Fan, Risheng Liu, Zhongxuan Luo, Yuntao Li, YuyaoFeng: Explicit Shape Regression with Characteristic Number for Facial Landmark Localization. IEEE Transactions on Multimedia (Volume: PP, Issue: 99).

[13] Meng Pang, Yiuming Chueng, Binghui Wang, Risheng Liu: Robust Heterogeneous Discriminative Analysis for Single Sample Per Person Face Recognition. CIKM(CCF B Conference), 2017.

[12] Yiyang Wang, Risheng Liu, Zhixun Su: Learning an Alternating Bergman Network for Non-convex and Non-smooth Optimization Problems. International Conference on Intelligence Science and Big Data Engineering (IScIDE), 2017.

[11] Lingxiao Yang, Risheng Liu, David Zhang, Lei Zhang: Deep Location-Specific Tracking. ACM Multimedia(CCF A Conference), 2017.

[10] Bingwang Zhang, Risheng Liu, Haojie Li, Xin Fan, Qi Yuan, Zhongxuan Luo: Blind Image Deblurring Using Adaptive Pirors. ICIMCS, 2017.

[9] Bingwang Zhang, Risheng Liu, Haojie Li, Xin Fan, Qi Yuan, Zhongxuan Luo: Learning Multi-Scale Shrinkage Fields for Blind Deconvolution. ICIMCS, 2017.

[8] 程世超, 刘日升, 樊鑫: 一种基于高阶微分方程学习的图像盲复原新方法. ChinaMM, 2017.

[7] 陈倩茹, 刘日升, 樊鑫, 李豪杰: 基于多相关滤波自适应融合的鲁棒目标跟踪. ChinaMM, 2017.

[6] 马龙, 刘日升, 姜智颖, 王怡洋, 樊鑫, 李豪杰: 面向自然场景图像去雨的可学习混合MAP网络. ChinaMM, 2017.

[5] Yuzhuo Han, Risheng Liu, Guanyu Zhong, Xin Fan, Haojie Li, Zhongxuan Luo: Discriminative anisotropic propagation with heat source estimation for robust object tracking. Neural Computing and Applications, 2017.

[4] Risheng Liu, Di Wang, Yuzhuo Han, Xin Fan, Zhongxuan Luo: Adaptive Online Low-rank Subspace Learning and Applications to Robust Object Tracking. Neural Networks, 2017 (IF=3.216, SCI, CCF B Journal).

[3] Risheng Liu, Xiangyu Wang, Xin Fan, Haojie Li, Zhongxuan Luo: Deep Hybrid Residual Learning with Statistic Priors for Single Image Super-Resolution. ICME, 2017 (Oral, EI, CCF B Conference, the Finalist of the World’s FIRST 10K Best Paper Award at ICME2017).

[2] Risheng Liu, Shichao Cheng, Xin Fan, Zhongxuan Luo: Blind Image Deblurring via Adaptive Dynamical System Learning. ICME, 2017 (Oral, EI, CCF B Conference, the Finalist of the World’s FIRST 10K Best Paper Award at ICME2017).

[1] Yuyao Feng, Risheng Liu, Xin Fan, Kang, Huyan, Zhongxuan Luo: Leveraging Geometric Correlation for Input-adaptive Facial Landmark Regression. ICME, 2017 (EI, CCF B Conference).





2016

[1] Risheng Liu, Zhixun Su. Advanced Manifold Learning: Feature Extraction via Vector Bundle Learning. Mathematical Problems in Data Science, Springer, 2016 (Book Chapter).

[2] Risheng Liu, Guangyu Zhong, Junjie Cao, Zhouchen Lin, Shiguang Shan, Zhongxuan Luo. Learning to Diffuse: A New Perspective to Design PDEs for Visual Analysis. IEEE TPAMI, 2016 (IF=5.728, SCI, CCF A Journal).

[3] Risheng Liu, Jing Wang, Xiaoke Shang, Yiyang Wang, Zhixun Su, Yu Cai. Sparse Coding and Counting for Robust Visual Tracking. PLOS ONE, 2016 (IF=3.057, SCI).

[4] Kewei Tang, David B. Dunson, Zhixun Su, Risheng Liu, Jie Zhang, Jiangxin Dong. Subspace Segmentation by Dense Block and Sparse Representation. Neural Networks, 2016 (IF=3.216, SCI, CCF B Journal).

[5] Yiyang Wang, Risheng Liu, Xiaoliang Song, Zhixun Su. A Nonlocal L0 Model with Regression Predictor for Saliency Detection and Extension. TVC, 2016 (IF=1.073, SCI, CCF C Journal).

[6] 高亚奇,刘日升,樊鑫,李豪杰.判别特征回归的鲁棒目标跟踪. 中国图象图形学报, 2016.

[7] Yiyang Wang, Risheng Liu, Xiaoliang Song, Zhixun Su. Linearized Alternating Direction Method with Penalization for Nonconvex and Nonsmooth Optimization. AAAI, 2016 (EI, CCF A Conference).

[8] Yiyang Wang, Risheng Liu, Xiaoliang Song, Zhixun Su. NEAS: Nonuniform Extraction of Attractive Structures for Image Analysis. ICDH, 2016 (EI).

[9] Yu Bao, Haojie Li, Xin Fan, Risheng Liu, Qi Jia: Region-based CNN for Logo Detection. ICIMCS, 2016 (EI).





2015 And Before

Journal

[1]. Risheng Liu, Zhouchen Lin, and Zhixun Su. Learning Markov Random Walks for Robust Subspace Clustering and Estimation. Neural Networks, 2014 (IF=3.216, SCI, CCF B Journal).
[2]. Kewei Tang, Risheng Liu, Zhixun Su and Jie Zhang. Structure Constrained Low-Rank Representation. IEEE Trans. NNLS (IF=3.766, SCI, CCF B Journal).
[3]. 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, CCF B Journal). (Recommmended IEEE Computational Intelligence Magazine Publication Spotlight.).
[4]. 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,CCF B Journal).
[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. Machine Learning Journal (IF=1.454, SCI, CCF B Journal).
[6]. Xiuping Liu, Jie Zhang, Risheng Liu, Bo Li, Jun Wang and Junjie Cao. Low-rank 3D Mesh Segmentation and Labeling with Structure Guiding. Computers & Graphics, 2015.(IF=1.029,SCI, CCF C Journal).
[7]. Xiuping Liu, Shuhua Li, Risheng Liu, Jun Wang, Hui Wang and Junjie Cao. Properly Constrained Orthonormal Functional Maps for Intrinsic Symmetries. Computers & Graphics, 2015. (IF=1.029,SCI, CCF C Journal).
[8]. Guangyu Zhong, Risheng Liu, Junjie Cao and Zhixun Su. A Generalized Nonlocal Mean Framework with Object-Level Cues for Saliency Detection. TVC, 2015 (IF=1.073, SCI, CCF C Journal).
[9]. Risheng Liu, Wei Jin, Zhixun Su and Changcheng Zhang. Latent Subspace Projection Pursuit with Online Optimization for Robust Visual Tracking. IEEE Multimedia Magazine, 2014 (IF = 1.767, SCI).
[10]. Risheng Liu, Zhouchen Lin, Zhixun Su and Junbin Gao. Linear Time Principal Component Pursuit and Its Extensions Using Filtering. Neurocomputing, 2014 (IF=1.634, SCI, CCF C Journal).
[11]. 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, CCF C Journal).
[12]. Changcheng Zhang, Risheng Liu, Tianshuang Qiu, and Zhixun Su.Robust Visual Tracking via Incremental Low-rank Features Learning. Neurocomputing, 2013 (IF=1.634,SCI, CCF C Journal).
[13]. 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, CCF C Journal).
[14]. Risheng Liu, Guangyu Zhong, Junjie Cao and Zhixun Su. Diffuse Visual Attention for Saliency Detection. Journal of Electronic Imaging, 2015 (IF=0.85, SCI).
[15]. Risheng Liu, Shanshan Bai, Zhisun Su, Changcheng Zhang and Chunhai Sun. Robust Visual Tracking via L0 Regularized Local Low-Rank Feature Learning. Journal of Electronic Imaging, 2015 (IF=0.85, SCI).
[16]. Risheng Liu, Ruru Hao and Zhixun Su. Mixture of Manifolds Clustering via Low Rank Embedding. Journal of Information and Computational Science, 2011 (EI).
[17]. Lijun Wang, Risheng Liu and Zhixun Su. Robust Visual Tracking via Incremental Lorentzian Discriminant Projection. Journal of Information and Computational Science, 2012 (EI).
[18]. 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).
[19]. 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).

Conference

[1]. Risheng Liu, Junjie Cao, Zhouchen Lin and Shiguang Shan. Adaptive Partial Differential Equation Learning for Visual Saliency Detection. CVPR, 2014 (Oral, : 5.75%, EI, CCF A Conference).
[2]. Risheng Liu, Zhouchen Lin, Fernando De la Torre and Zhixun Su. Fixed-Rank Representation for Unsupervised Visual Learning. CVPR, 2012 (EI, CCF A Conference).
[3]. Zhouchen Lin, Risheng Liu and Zhixun Su. Linearized Alternating Direction Method with Adaptive Penalty for Low-Rank Representation. NIPS, 2011 (EI,CCF A Conference).
[4]. Risheng Liu, Zhouchen Lin, Wei Zhang and Zhixun Su. Learning PDEs for Image Restoration via Optimal Control. ECCV, 2010 (EI, B Conference).
[5]. Yuntao Li, Xin Fan, Risheng Liu, Yuyao Feng, Zhongxuan Luo and Zezhou Li. Characteristic Number Regression for Facial Feature Extraction. ICME, 2015 (Oral, Accept rate:15%, EI, CCF B Conference, Best Student Paper Award).
[6]. Jinshan Pan, Risheng Liu, Zhixun Su and Guili Liu. Motion Blur Kernel Estimation via Salient Edges and Low Rank Prior. ICME, 2014 (EI, Oral, CCF B Conference).
[7]. Wei Jin, Risheng Liu, Zhixun Su, Changcheng Zhang and Shanshan Bai. Robust Visual Tracking Using Latent Subspace Projection Pursuit. ICME, 2014 (EI, Oral, CCF B Conference, Best Student Paper Award).
[8]. Shanshan Bai, Risheng Liu, Zhixun Su, Changcheng Zhang and Jin Wei. Incremental Robust Local Dictionary Learning for Visual Tracking. ICME, 2014 (EI, CCF B Conference).
[9]. Yiyang Wang, Risheng Liu, Xiaoliang Song and Zhixun Su. Nonlocal L0 Minimization for Saliency Detection, ACCV, 2014 (Oral, Accept rate:< 4%, EI, CCF C Conference).
[10]. Risheng Liu, Zhixun Su, Zhouchen Lin and Xiaoyu Hou. Lorentzian Discriminant Projection and Its Applications. ACCV, 2009 (EI, CCF C Conference).
[11]. Guangyu Zhong, Risheng Liu, and Zhixun Su. Robust Visual Tracking via Discriminative Sequential Ranking. ICIP, 2015 (EI, CCF C Conference).
[12]. Jing Wang, Yiyang Wang, Risheng Liu and Zhixun Su. Visual Tracking via Orthogonal Sparse Coding. ICIP, 2015 (EI, CCF C Conference).
[13]. Di Wang, Risheng Liu, and Zhixun Su. Robust Visual Tracking via Guided Low-Rank Subspace Learning. ICIP, 2015 (EI, CCF C Conference).
[14]. Difei Gao, Lili Pan, Risheng Liu, Rui Chen, and Mei Xie. Correlated Warped Gaussian Processes for Gender-Specific Age Estimation. ICIP, 2015 (EI, CCF C Conference).
[15]. Meng Pang, Chuang Lin, Risheng Liu, Xin Fan and Jifeng Jiang. Sparse Concept Discriminant Matrix Factorization for Image Representation. ICIP, 2015 (EI, CCF C Conference, Oral, Top 10% paper).
[16]. Lili Pan, Risheng Liu and Mei Xie. Mixture of Related Regressions for Head Pose Estimation. ICIP 2013 (EI, CCF C Conference).
[17]. Jinshan Pan, Zhixun Su, Maoran Bian and Risheng Liu. Saliency Detection based on an Edge-preserving Filter. ICIP 2013 (EI, CCF C Conference).
[18]. Hao Ji, Risheng Liu, Fei Su, Zhixun Su and Yan Tian. Robust Head Pose Estimation via Convex Regularized Sparse Regression. ICIP, 2011 (CCF C Conference).
[19]. Binghui Wang, Risheng Liu, Chuang Lin, Xin Fan. Matrix Factorization with Column L0-Norm Constraint for Robust Mult-subspace Analysis. ICDM(W), 2015.
[20]. Risheng Liu, Maoran Bian, Zhixun Su, Jinshan Pan, and Bo Li. Saliency Detection Using Prior Guided Multi-view Low-rank Modeling. Journal of Information and Computational Science, 2014 (EI).
[21]. Yuxia Song, Junjie Cao, Risheng Liu, Guangyu Zhong, and Zhixun Su. Saliency Detection via Ranking with Reconstruction Error. Journal of Information and Computational Science, 2014 (EI).
[22]. Kewei Tang, Risheng Liu, and Zhixun Su. Dimensionality Reduction via Low Rank Regression. GDC 2013 (Best Student Paper).