Profile
Keywords: Computer vision, machine learning, visual behavior analysis, biomedical image analysis, image analysis, multimedia signal processing, new research opportunities
Li Cheng is an Associate Professor with the Department of Electrical and Computer Engineering, U of A. Prior to joining U of A, Li worked at A*STAR, Singapore, TTI-Chicago, USA, and NICTA, Australia. He obtained Ph.D. in Computer Science from the University of Alberta in 2004. His research in applied machine learning and computer vision has resulted in over 90 referred papers including those published at venues such as IEEE Trans. Pattern Analysis and Machine Intelligence, International Journal of Computer Vision, and ICCV, CVPR, MICCAI, NeurIPS, ICML, AAAI. His main research interests are in computer vision and machine learning, and is interested in collaboration with external partners.
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Projects
EXPLOITING SYNTACTIC, SEMANTIC, AND LEXICAL REGULARITIES IN LANGUAGE MODELING VIA DIRECTED MARKOV RANDOM FIELDS University of Alberta Publication 2012-07-01 Real-Time Discriminative Background Subtraction University of Alberta Publication 2011-05-01 Inference of the structural credit risk model using MLE University of Alberta Publication 2009-03-01 Discriminative Maximum Margin Image Object Categorization with Exact Inference University of Alberta Publication 2009-09-01 Towards Natural and Accurate Future Pose Prediction for Humans and Animals University of Alberta Publication 2019-01-01 Wu Shuang, Zhenguang Liu, Roger Zimmermann,
Li Cheng Multi-modal Multi-task Learning for Automatic Dietary Assessment University of Alberta Publication 2018-02-01 Liu Qi, Yue Zhang, Zhenguang Liu, Ye Yuan,
Li Cheng Multiview and Multimodal Pervasive Indoor Localization University of Alberta Publication 2017-01-01 Liu Zhenguang,
Li Cheng , Anan Liu, Luming Zhang, Xiangnan He
Recognizing Complex Activities by a Probabilistic Interval-based Model University of Alberta Publication 2016-01-01 Liu L.,
Li Cheng , Y. Liu, Y. Jia, D. Rosenblum
Robust Multivariate Regression with Grossly Corrupted Observations and Its Application to Personality Prediction University of Alberta Publication 2015-01-01 Tracing Retinal Blood Vessels by Matrix-Forest Theorem of Directed Graphs University of Alberta Publication 2014-01-01 Riemannian Similarity Learning University of Alberta Publication 2013-01-01 Finding Distinctive Shape Features for Hematoma Classification in Brain CT Images University of Alberta Publication 2013-01-01 Gong Tianxia,
Li Cheng , N. Lim, H. Lee, B. Su, S. Li, C. Tan, B. Pang, C. Lim
Too Far to See? Not Really! Pedestrian Detection with Scale-aware Localization Policy University of Alberta Publication 2018-01-01 Supervised Segmentation of Un-annotated Retinal Fundus Images by Synthesis University of Alberta Publication 2018-01-01 Zhao He, Huiqi Li, Sebastian Maurer-Stroh, Yuhong Guo, Qiuju Deng,
Li Cheng Synthesizing Retinal and Neuronal Images with Generative Adversarial Nets University of Alberta Publication 2018-01-01 Zhao He, Huiqi Li, Sebastian Maurer-Stroh,
Li Cheng Segment 2D and 3D Filaments by Learning Structured and Contextual Features University of Alberta Publication 2017-01-01 GU Lin, Xiaowei Zhang, He Zhao, Huiqi Li,
Li Cheng Lie-X: Depth Image Based Articulated Object Pose Estimation, Tracking, and Action Recognition on Lie Groups University of Alberta Publication 2017-01-01 Xu Chi, Lakshmi Narasimhan Govindarajan, Yu Zhang,
Li Cheng Quantitative 3D analysis of complex single border cell behaviors in coordinated collective cell migration University of Alberta Publication 2017-01-01 Cliffe Adam, David P. Doupe, HsinHo Sung, Isaac Lim Kok Hwee,
Li Cheng , Kok Haur Ong
Pose Estimation from Line Correspondences: A Complete Analysis and A Series of Solutions University of Alberta Publication 2017-01-01 Action Recognition in Still Images with Minimum Annotation Efforts University of Alberta Publication 2016-01-01 Zhang Yu,
Li Cheng , J. Wu, J Cai, M Do, J. Lu
Incremental Regularized Least Squares for Dimensionality Reduction of Large-Scale Data University of Alberta Publication 2016-01-01 Zhang X.,
Li Cheng , D. Chu, L. Liao, M. Ng, R. Tan
A Graph-Theoretical Approach for Tracing Filamentary Structures in Neuronal and Retinal Images University of Alberta Publication 2016-01-01 De Jaydeep,
Li Cheng , Xiaowei Zhang, Feng Lin, Huqi Li, Kok Haur Ong, Weimiao Yu, Yuanhong Yu, Sohail Ahmed.
Tracing retinal vessel trees by transductive inference University of Alberta Publication 2014-01-01 Myopia in Asian Subjects with Primary Angle Closure: Implications for Glaucoma Trends in East Asia University of Alberta Publication 2014-01-01 Yong K., Tianxia Gong, M. Nongpiur, A. How, H. Lee,
Li Cheng , S. Perera
Semi-supervised Domain Adaptation on Manifolds University of Alberta Publication 2014-01-01 Subgrouping of Primary Angle-Closure Suspects Based on Anterior Segment Optical Coherence Tomography Parameters University of Alberta Publication 2013-01-01 Nongpiur M., Tianxia Gong, H. Lee, S. Perera,
Li Cheng , L. Foo, M. He, D. Friedman
Exploiting syntactic, semantic and lexical regularities in language modeling via directed Markov random fields University of Alberta Publication 2013-01-01 Anterior Segment Optical Coherence Tomography Parameters in Subtypes of Primary Angle Closure University of Alberta Publication 2013-01-01 Guzman C., Tianxia Gong, M. Nongpiur, S. Perera, A. How, H. Lee,
Li Cheng , M. He, M. Baskaran
