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  • 刘日升 ( 副教授 )

    的个人主页 http://faculty.dlut.edu.cn/rsliu/zh_CN/index.htm

  •   副教授   博士生导师   硕士生导师
学术简介 当前位置: 刘日升 >> 学术简介

基本情况

大连理工大学数学专业学士(2007)、计算数学专业博士(2012)(导师:苏志勋教授、林宙辰教授)

2010-2012年期间在美国卡内基梅隆大学机器人研究所从事联合培养研究(邀请人:Fernando De la Torre)

2012年起任大连理工大学国家示范性软件学院讲师、副教授(硕士生导师)

2013年在中科院计算所从事客座研究(邀请人:山世光研究员)

2016年至2017年作为香江学者在香港理工大学计算科学系从事研究工作(合作人:张磊教授)


近年来在计算机视觉与多媒体技术领域重要学术期刊(T-PAMI、T-IP、T-NNLS、T-MM、Machine Learning、Pattern Recognition、Neural Networks等)和会议(CVPR、NIPS、IJCAI、AAAI、ECCV、ACM MM、ACCV等)发表论文六十余篇。相关工作目前被IJCV、T-PAMI、T-IP等期刊和IJCAI、AAAI、CVPR、ICCV、ECCV等会议论文引用超过1800次,H-index为14,最高单篇引用超过500次。

 

两篇论文入围ICME 2017(CCF推荐B类) 最佳论文Finalist(Top 3%),连续获得ICME 2015和2014年度最佳学生论文奖,ICIP 2015(CCF推荐C类)最佳10%论文奖,VALSE 2018最受关注论文奖。研究工作被推荐为IEEE智能计算专委会亮点论文(Publication Spotlight);被IEEE多媒体通讯专委会Review Letter跟踪报道等。

 

获得教育部自然科学二等奖1项(排名第3)、辽宁省自然科学二等奖1项(排名第3)、入选国家人力资源与社会保障部“香江学者”计划、获得大连市“青年科技之星”称号入选大连理工大学“星海优青”和“星海骨干”(结题优秀)计划,ACM新星奖(大连Chapter)。主持国家自然科学基金面上项目1项、青年项目1项;博士后基金特别资助项目1项、博士后基金面上项目1项;国家重点实验室开放课题5项;CCF-腾讯犀牛鸟基金项目1项。

 

担任The Visual Computer (SCI,CCF推荐C类期刊)编委(Associate Editor),IET Image Processing(SCI,CCF推荐C类期刊)编委(Associate Editor),Journal of Electronic Imaging(SCI,美国光学学会会刊)编委(Associate Editor)。多次担任CVPR、ICCV、ECCV、NIPS、IJCAI、AAAI、ACCV、BMVC、ICIP等会议PC成员或审稿人以及IJCV、T-PAMI、T-IP、T-NNLS、T-KDE、T-CSVT、T-PDS等期刊审稿人。中国计算机学会多媒体专委会委员、中国计算机学会YOCSEF大连委员、中国图像图形学会机器视觉专委会委员,IEEE会员、ACM会员,CCF会员。

 


主要研究方向:

  • 机器学习(Machine Learning)

  • 深度学习(Deep Learning)

  • 计算机视觉(Computer Vision)

  • 多媒体技术(Multimedia) 

  • 优化方法(Optimization)



Google Scholar:

https://scholar.google.com/citations?user=DzuhImQAAAAJ&hl=zh-CN

DBLP:

http://dblp.uni-trier.de/pers/hd/l/Liu:Risheng



教育经历

2007.9 -- 2012.11  大连理工大学       计算数学                     博士

2003.9 -- 2007.6     大连理工大学        信息与计算机科学       学士

 


工作经历

2012.11 -- 至今       大连理工大学      国家示范性软件学院    讲师、副教授(硕士生导师)

2016.1 -- 2017.12   香港理工大学      计算科学系                  香江学者

2013.9 -- 2014.1     中国科学院          计算技术研究所          客座研究员

2010.9 -- 2012.3     卡内基梅隆大学   机器人研究所              研究助理



学术荣誉&论文奖励

  • 教育部自然科学二等奖(排名第三)

  • 辽宁省自然科学二等奖(排名第三)

  • 国家“香江学者”

  • 大连市“青年科技之星”

  • ACM新星奖(大连Chapter)

  • 大连理工大学“星海优青”

  • 大连理工大学“星海骨干”(结题优秀)

  • VALSE 2018 最受关注论文奖

  • IEEE智能计算协会亮点论文

  • ICME 2017最佳论文奖Finalist(2篇)

  • ICME 2014最佳学生论文奖

  • ICME 2015最佳学生论文奖

  • ICIP 2015最佳10%论文奖

  • 辽宁省自然科学学术成果奖(论文类)一等奖(2017)

  • 辽宁省自然科学学术成果奖(论文类)二等奖(2014)

  • 辽宁省自然科学学术成果奖(论文类)三等奖(2015)



学术兼职


期刊编辑

  • The Visual Computer Journal(SCI,计算机学会推荐C类期刊)编委(Associate Editor)

  • IET Image Processing(SCI,计算机学会推荐C类期刊)编委(Associate Editor)

  • Journal of Electronic Imaging (SCI, 美国光学学会会刊) 编委(Associate Editor)


期刊审稿人

  • International Journal of Computer Vision 

  • IEEE Transactions on Pattern Analysis and Machine Intelligence 

  • IEEE Transactions on Knowledge and Data Engineering 

  • IEEE Transactions on Image Processing 

  • IEEE Transactions on Neural Networks and Learning Systems  

  • IEEE Transactions on Parallel and Distributed Systems  

  • IEEE Transactions on Biomedical Engineering 

  • IEEE Transactions on Circuits and Systems for Video Technology 

  • IEEE Transactions on Systems, Man, and Cybernetics, Part B 

  • IEEE Transactions on Industrial Electronics

  • Computer Vision and Image Understanding

  • Pattern Recognition 

  • Neural Networks 

  • Multimedia Tool and Application 

  • PLOS ONE 

  • Neural Processing Letter 

  • Neurocomputing 

  • IET Image Processing 

  • Journal of Computational and Applied Mathematics 

  • Computational Statistics and Data Analysis 

  • Information Sciences 

  • Pattern Recognition Letters 


会议PC/审稿人

  • Association for the Advancement of Artificial Intelligence (AAAI)(Senior Program Committee)2016, 2017, 2018, 2019

  • International Joint Conference on Artificial Intelligence (IJCAI) 2016, 2017, 2018, 2019

  • IEEE Conference on Computer Vision and Pattern Recognition (CVPR)  2014, 2015, 2016, 2017, 2018, 2019

  • IEEE International Conference on Computer Vision (ICCV)  2015, 2017, 2019

  • European Conference on Computer Vision (ECCV) 2016, 2018

  • International Conference on Learning Representations (ICLR) 2019

  • Annual Conference on Neural Information Processing Systems (NIPS)  2018

  • ACM Multmedia (MM) 2018

  • Asian Conference on Computer Vision (ACCV) 2017, 2019

  • British Machine Vision Conference (BMVC) 2017, 2018


学术组织会员

  • 中国计算机学会多媒体专委会通讯委员

  • 中国图像图形学会机器视觉专委会委员

  • 中国自动化协会混合智能专委会委员

  • 中国计算机学会YOCSEF大连委员

  • IEEE会员、ACM会员、中国计算机学会会员



主持科研项目

  • 2016/01-2020/12 面向多媒体大数据的PDE学习理论与算法,国家自然科学基金面上项目

  • 2014/01-2016/12 大数据中的广义稀疏几何结构学习方法研究,国家自然科学基金青年项目

  • 2012/12-2014/11 复杂多媒体数据的稀疏与低秩建模、计算及应用,中国博士后科学基金第7批特别资助项目

  • 2012/12-2014/11 面向大规模数据的增量式低秩结构学习方法研究,中国博士后科学基金第53批面上项目

  • 2017/09-2018/09 深度PDE网络学习理论及其在多媒体大数据分析中的应用,CCF-腾讯犀牛鸟创意基金

  • 2014/01-2015/12 广义稀疏几何分析方法及其应用研究,浙江大学CAD&CG国家重点实验室开放课题

  • 2013/05-2015/05 增量低秩学习及应用,南京大学软件新技术国家重点实验室开放课题

  • 2016/01-2017/12 基于可学习PDE的多媒体大数据分析,深圳市媒体信息内容安全重点实验室开放课题

  • 2016/01-2017/12 可学习PDE理论与应用,西安电子科技大学综合业务网理论及关键技术国家重点实验室开放课题

  • 2017/10-2018/12 数据驱动的偏微分系统学习理论与应用,北京大学机器感知与智能教育部重点实验室开放课题

  • 2015/01-2016/12 跨媒体数据非线性结构与演化规律的几何表示,中央高校基本科研业务费-前沿探索与学科交叉科研专题



论文列表

 

2018:

Journal

[1].  Shichao Cheng, Risheng Liu, Xin Fan, Zhongxuan Luo. Designing a Stable Feedback Control System for Blind Image Deconvolution. Neural Networks (B类期刊).

Conference

[2].  Yi Wang, Nan Xue, Xin Fan, Jiebo Luo, Risheng Liu, Bin Chen, Haojie Li, and Zhongxuan Luo. Factorization-free On-line Kernel Learning for Unlabeled Chunk Data Streams, IJCAI 2018 ( A类会议)

[3].  Risheng, Liu*, Shichao Cheng, Yi He, Xin Fan, and Zhongxuan Luo. Toward Designing Convergent Deep Operator Splitting Methods for Task-specific Nonconvex Optimization, IJCAI 2018 ( A类会议)

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

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

[6].  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 (A类会议).

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

[8].  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) (B类会议).

[9].  Risheng Liu*, Zhiying Jiang, Xin Fan, Haojie Li, Zhongxuan Luo. Single Image Layer Separation via Deep ADMM Unrolling. ICME 2018 (Oral) (B类会议).

2017:

Journal

[10].  Risheng Liu*, Di Wang, Yuzhuo Han, Xin Fan, and Zhongxuan Luo: Adaptive Online Low-rank Subspace Learning and Applications to Robust Object Tracking. Neural Networks, 2017 (IF=5.287, SCI, EI,B类期刊,三区).

[11].  Bo Li, Risheng Liu, Junjie Cao, Jie Zhang, Yukun Lai, and Xiuping Liu: Online Low-Rank Representation Learning for Joint Multi-Subspace Recovery and Clustering. IEEE TIP, 2017 (IF=4.828, SCI, EI, A类期刊,二区)

[12].  Xin Fan, Risheng Liu, Zhongxuan Luo, Yuntao Li, and Yuyao Feng: Explicit Shape Regression with Characteristic Number for Facial Landmark Localization. IEEE TMM 2017 (IF=3.509, SCI,EI, B类期刊,二区)

[13].  Yiyang Wang, Risheng Liu*, Xiaoliang Song and Zhixun Su. A Nonlocal L0 Model with Regression Predictor for Saliency Detection and Extension. The Visual Computer. 2017 (IF=1.468, SCI, EI,C类期刊,四区).

[14].  Yuzhuo Han, Risheng Liu*, Guangyu Zhong, Xin Fan, Haojie Li, and Zhongxuan Luo: Discriminative Anisotropic Propagation with Heat Source Estimation for Robust Object Tracking. Neural Computing and Applications, 2017 (IF = 2.505, SCI,EI, C类期刊)

[15].  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.中国图象图形学报 (ChianMM, 2017.)

[16].  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. 中国图象图形学报 (ChianMM, 2017.)

[17].  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. 中国图象图形学报 (ChianMM, 2017.) 封面文章

 

Conference

[18].  Lingxiao Yang, Risheng Liu, David Zhang, and Lei Zhang: Deep Location-Specific Tracking. ACM Multimedia 2017 (EI, A类会议)

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

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

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

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

[23].  Yiyang Wang, Risheng Liu*, and Zhixun Su: Learning an Alternating Bergman Network for Non-convex and Non-smooth Optimization Problems. IScIDE 2017 (LNCS) (EI)

[24].  Bingwang Zhang, Risheng Liu, and Haojie Li: Blind Image Deblurring Using Adaptive Priors. ICIMCS 2017 (Oral)(EI) (Best Paper Finalist)

[25].  Bingwang Zhang, Risheng Liu, and Haojie Li: Learning Multi-Scale Shrinkage Fields for Blind Deconvolution. ICIMCS 2017 (Oral)(EI)

2016:

Book

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

Journal

[27].  Risheng Liu*, Guangyu Zhong, Junjie Cao, Zhouchen Lin, Shiguang Shan, and Zhongxuan Luo. Learning to Diffuse: A New Perspective to Design PDEs for Visual Analysis. IEEE TPAMI. 2016 (IF=8.329, SCI,EI, A类期刊,一区).

[28].  Risheng Liu*, Jing Wang, Xiaoke Shang, Yiyang Wang, Zhixun Su, and Yu Cai. Sparse Coding and Counting for Robust Visual Tracking, PLOS ONE. 2016 (If = 2.806, SCI,EI,三区)

[29].  Guangyu Zhong, Risheng Liu, Junjie Cao and Zhixun Su. A Generalized Nonlocal Mean Framework with Object-Level Cues for Saliency Detection. The Visual Computer. 2016 (IF=1.468, SCI, EI,C类期刊,四区).

[30].  Kewei Tang, David B. Dunson, Zhixun Su, Risheng Liu, Jie Zhang and Jiangxin Dong. Subspace Segmentation by Dense Block and Sparse Representation. Neural Networks, 2016 (IF=5.287, SCI,EI, B类期刊).

[31].  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, 21(3).

Conference

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

[33].  Jiangxin Dong, Risheng Liu*, Kewei Tang, Yiyang Wang, Xindong Zhang and Zhixun Su. Sparse Gradient Pursuit for Robust Visual Analysis, ACCV 2016 (EI, C类会议).

[34].  Yuzhuo Han, Risheng Liu*, Guangyu Zhong, Xin Fan, Haojie Li, and Zhongxuan Luo. Object Tracking via Discriminative Anisotropic Propagation ICDH 2016 (EI).

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

[36].  Yu Bao, Haojie Li, Xin Fan, Risheng Liu, Qi Jia: Region-based CNN for Logo Detection. ICIMCS 2016: 319-322 (EI)

 

2015

Journal

[37].  Risheng Liu*, Guangyu Zhong, Junjie Cao and Zhixun Su. Diffuse Visual Attention for Saliency Detection, Journal of Electronic Imaging 2015 (IF=0.754, SCI,EI,四区).

[38].  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=0.754, SCI,EI,四区).

[39].  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=1.176SCI, EI,C类期刊,四区).

[40].  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=1.176SCI, EI,C类期刊,四区).

Conference

[41].  Yuntao Li, Xin Fan, Risheng Liu, Yuyao Feng, Zhongxuan Luo and Zezhou Li. Characteristic Number Regression for Facial Feature Extraction. ICME 2015 (Oral, 接受率:15%, EI, B类会议, Best Student Paper Award).

[42].  Guangyu Zhong, Risheng Liu*, and Zhixun Su. Robust Visual Tracking via Discriminative Sequential Ranking. ICIP 2015 (EI, C类会议).

[43].  Jing Wang, Yiyang Wang, Risheng Liu* and Zhixun Su. Visual Tracking via Orthogonal Sparse Coding. ICIP 2015 (EI, C类会议).

[44].  Di Wang, Risheng Liu*, and Zhixun Su. Robust Visual Tracking via Guided Low-Rank Subspace Learning. ICIP 2015 (EI, C类会议).

[45].  Difei Gao, Lili Pan, Risheng Liu, Rui Chen, and Mei Xie. Correlated Warped Gaussian Processes for Gender-Specific Age Estimation. ICIP 2015 (EI, C类会议).

[46].  Meng Pang, Chuang Lin, Risheng Liu, Xin Fan and Jifeng Jiang. Sparse Concept Discriminant Matrix Factorization for Image Representation. ICIP 2015 (EI, C类会议, Oral, Top 10% paper).

[47].  Binghui Wang, Risheng Liu, Chuang Lin, Xin Fan. Matrix Factorization with Column L0-Norm Constraint for Robust Mult-subspace Analysis. ICDM(W) 2015.B类会议)

 

2014

Journal

[48].  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 = 2.849, SCIEI,三区).

[49].  Risheng Liu*, Zhouchen Lin, and Zhixun Su. Learning Markov Random Walks for Robust Subspace Clustering and Estimation. Neural Networks, 2014 (IF=5.287, SCI, EI,B类期刊,二区).

[50].  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=1.848, SCI,EI, B类期刊,三区).

[51].  Kewei Tang, Risheng Liu, Zhixun Su and Jie Zhang. Structure Constrained Low-Rank Representation. IEEE Trans. NNLS (IF=6.108, SCI, EI,B类期刊,一区).

[52].  Risheng Liu, Zhouchen Lin, Zhixun Su and Junbin Gao. Linear Time Principal Component Pursuit and Its Extensions Using $\ell_1$ Filtering. Neurocomputing, 2014 (IF=3.317, SCI,EI, C类期刊,三区).

[53].  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).

[54].  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).

Conference

[55].  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).

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

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

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

[59].  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).

 

2013

Journal

[60].  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=6.108, SCI, EI,B类期刊,一区).被推荐为IEEE Computational Intelligence Magazine Publication Spotlight(亮点论文).

[61].  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=2.671, SCI, EI,C类期刊,三区).

[62].  Changcheng Zhang, Risheng Liu*, Tianshuang Qiu, and Zhixun Su.Robust Visual Tracking via Incremental Low-rank Features Learning. Neurocomputing, 2013 (IF=3.317SCI,EI, C类期刊,二区).

[63].  Jinshan Pan, Risheng Liu, Zhixun Su, and Xianfeng Gu. Kernel Estimation from Salient Structure for Robust Motion Deblurring. Signal Processing: Image Communication, 2013 (IF=2.244, SCI,EI C类期刊).

Conference

[64].  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%). (EI, C类会议)

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

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

[67].  Kewei Tang, Risheng Liu, and Zhixun Su. Dimensionality Reduction via Low Rank Regression. GDC 2013 (Best Student Paper)

 

2012 and Before

Journal

[68].  Risheng Liu, Zhouchen Lin, Zhixun Su and Kewei Tang. Feature Extraction by Learning Lorentzian Metric Tensor and Its Extensions. Pattern Recognition, 2010 (IF=4.582SCI,EI,B类期刊,二区).

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

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

[71].  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).

[72].  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

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

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

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

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

[77].  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).


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