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S.HUANG

黄晟


黄晟,男,1988年生,博士,硕士生导师

重庆大学软件学院,重庆农业大数据协同创新中心,重庆大学智能服务与软件工程中心

Email: huangsheng[at]cqu.edu.cn


教育工作经历

2006.9-2010.6,重庆大学软件学院,获工学学士学位

2010.9-2015.6,重庆大学计算机学院,获工学博士学位

2012.11-2014.11,美国罗格斯大学计算机科学系,CSC公派博士生

2015.7-至今,重庆大学软件学院,讲师

 

研究方向

机器学习 (Machine Learning):图学习,超图学习,流形学习,子空间学习,稀疏表示

计算机视觉 (Computer Vision):图像分类,图像聚类,属性学习,图像分割,目标检测,运动分析

生物特征识别 (Biometrics):人脸识别,步态识别,表情分析

 

研究项目

主持 国家自然科学青年基金 《基于超图的大数据属性学习研究》 (No. 61602068)

主持 重庆市科技计划项目基础科学与前沿技术研究专项一般项目 《高性能超图正则化属性学习算法研究》 (No. cstc2016jcyjA0458)

主持 中央高校基金学院科技专项与中央高校基金启动经费各一项 (No. 106112015CDJRC091101)



科研论文

 

2017

Sheng Huang*, Ahmed Elgammal, and Dong Yang. "On the effect of hyperedge weights on hypergraph learning. ", Image and Vision Computing (IVC), 2017, 57: 89-101. (CCF-C期刊&SCI)

2016

Sheng Huang*, Yang Yu, Dan Yang, Ahmed Elgammal, and Dong Yang. "Collaborative Graph Embedding: A Simple Way to Generally Enhance Subspace Learning Algorithms.", IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2016, 26(10): 1835-1845. (CCF-B期刊&SCI)

Sheng Huang*, Dan Yang, Yongxin Ge, and Xiaohong Zhang. "Discriminant Hyper-Laplacian Projections and its scalable extension for dimensionality reduction." Neurocomputing 173 (2016): 145-153. (CCF-C期刊&SCI)

Qianyin Huang, Xiaohong Zhang, Sheng Huang, Dan Yang. "Sparse Graph-based Inductive Learning with its Application to Face Recognition", Journal of Electronic Imaging (JEI),  2016, 25(5):050502. (SCI)

2015

Sheng Huang, Ahmed Elgammal, Jiwen Lu, and Dan Yang*. "Cross-Speed Gait Recognition Using Speed-Invariant Gait Templates and Globality–Locality Preserving Projections." IEEE Transactions on Information Forensics and Security (TIFS), 10, no. 10 (2015): 2071-2083. (CCF-A期刊&SCI)

Sheng Huang*, Yu Yang, Dan Yang, Luwen Huangfu, and Xiaohong Zhang. "Class specific sparse representation for classification."Signal Processing 116 (2015): 38-42. (CCF-C期刊&SCI)

Sheng Huang*, Dan Yang, Ge Yongxin, and Xiaohong Zhang. "Combined supervised information with PCA via discriminative component selection."Information Processing Letters (IPL), 115, no. 11 (2015): 812-816. (CCF-C期刊&SCI)

Sheng Huang, Dan Yang*, Jia Zhou, and Xiaohong Zhang. "Graph regularized linear discriminant analysis and its generalization."Pattern Analysis and Applications (PAAA), 2015, 18(3):639-650. (CCF-C期刊&SCI)

Sheng Huang*, Dan Yang, Jia Zhou, Lunwen Huangfu, and Xiaohong Zhang. "Sparse graph-based transduction for image classification." Journal of Electronic Imaging (JEI) 24, no. 2 (2015): 023007-023007. (SCI)

Zhang Shizheng, Yang Dan, Sheng Huang, et al. "Corner detection using arc length-based angle estimator". Journal of Electronic Imaging (JEI), 2015, 24(6): 063010-063010. (SCI)

Zhang Shizheng, Yang Dan, Sheng Huang, et al. "Corner detection using Chebyshev fitting-based continuous curvature estimation[J]",IET Electronics Letters, 2015, 51(24): 1988-1990. (SCI)

Sheng Huang*, Mohamed Elhoseiny, Ahmed Elgammal, and Dan Yang. "Learning Hypergraph-Regularized Attribute Predictors." InIEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 409-417, 2015. (CCF-A会议&EI)

Sheng Huang, Mingchen Gao, Dan Yang*, Xiaolei Huang, Ahmed Elgammal, and Xiaohong Zhang. "Unbalanced graph-based transduction on superpixels for automatic cervigram image segmentation." In IEEE International Symposium on Biomedical Imaging(ISBI), 2015. 1556-1559. Oral Presentation, (EI)

Mohamed Elhoseiny, Sheng Huang, Ahmed Elgammal, "Weather Classification with deep Convolutional Neural Networks", IEEE International Conference on Image Processing (ICIP), 2015, In Press, Oral Presentation. (CCF-C会议&EI)

2014

Sheng Huang, Dan Yang*, Haopeng Zhang, Luwen Huangfu, and Xiaohong Zhang. "Shape primitive histogram: low-level face representation for face recognition." IET Biometrics 3, no. 4 (2014): 325-334. (SCI)

Sheng Huang*, Ahmed Elgammal, Luwen Huangfu, Dan Yang, and Xiaohong Zhang. "Globality-locality preserving projections for biometric data dimensionality reduction." In IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), pp. 15-20, 2014. (EI)

Sheng Huang*, Mohamed Elhoseiny, Ahmed Elgammal, and Dan Yang. "Improving non-negative matrix factorization via ranking its bases." In IEEE International Conference on Image Processing (ICIP), pp. 5951-5955, 2014. (CCF-C会议&EI)

Sheng Huang* Dan Yang, Yongxin Ge, Dengyang Zhao, and Xin Feng. "Discriminant Hyper-Laplacian projections with its application to face recognition." In IEEE International Conference on Multimedia and Expo Workshops (ICMEW), 2014. (EI)

Ge, Yongxin, Sheng Huang, Xin Feng, Jiehui Zhang, Wenbin Bu, and Dan Yang. "Two dimensional non-negative sparse Partial Least Squares for face recognition." In IEEE International Conference on Multimedia and Expo Workshops (ICMEW), pp. 1-6, 2014. (EI)

2013

Sheng Huang*, Dan Yang, Ahmed Elgammal,” Learning Speed Invariant Gait Template via Thin Plate Spline Kernel Manifold Fitting”, British Machine Vision Conference (BMVC), 2013 (CCF-C会议&EI)

Ma, Peng, Dan Yang, Yongxin Ge, Xiaohong Zhang, Ying Qu, Sheng Huang, and Jiwen Lu. "Robust face recognition via gradient-based sparse representation." Journal of Electronic Imaging (JEI) 22, no. 1 (2013): 013018-013018. (SCI)

 

担任审稿人

IEEE Transactions on Cybernetics

IEEE Transactions on Circuits and Systems for Video Technology

IEEE Transactions on Systems, Man and Cybernetics: Systems

IEEE Transactions on Image Processing

IEEE Signal Processing Letters

IEEE ICME

Elsevier Artificial Intelligence

Elsevier Pattern Recognition

Elsevier Pattern Recognition Letters

Elsevier Image and Visual Computing

Elsevier Knowledge-based Systems

Elsevier Neurocomputing

Elsevier Journal of Visual Communication and Image Representation

Springer Signal, Image and Video Processing

Springer Artificial Intelligence Review