Li Cheng's Publications

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• Book • Journal • Conference • Workshop or Symposium •

Book

• Matti Pietikainen, Liang Wang, Li Cheng, and G. Zhao, editors. Machine learning for vision-based motion analysis, Springer, 2010. (to appear)
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• Liang Wang, Li Cheng, and Guoying Zhao, editors. Machine Learning for Human Motion Analysis: Theory and Practice, IGI Global, Nov 2009. 312 pp.
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Journal

• Tiberio Caetano, Julian McAuley, Li Cheng, Quoc Le, and Alex Smola. Learning Graph Matching. IEEE Trans. Pattern Analysis and Machine Intelligence (PAMI), 31(6):1048–1058, Jun 2009.
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• Jun Zhou, Li Cheng, and Walter Bischof. Spatial-Temporal Modeling of Interactive Image Interpretation. Spatial Vision, 20(5):455–472, 2009.
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• Li Cheng and Terry Caelli. Bayesian stereo matching. Computer Vision and Image Understanding (CVIU), 106(1):85–96, 2007.
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• Jun Zhou, Li Cheng, and Walter Bischof. Online Learning with Novelty Detection in Human-guided Road Tracking. IEEE Transactions on Geoscience and Remote Sensing, 45(12):3967–3977, 2007.
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• Li Cheng and Terry Caelli. Component Optimization for Image Understanding: a Bayesian Approach. IEEE Trans. Pattern Analysis and Machine Intelligence (PAMI), 28(5):684–693, 2006.
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• Terry Caelli, Li Cheng, and Q Fang. Bayesian Image Understanding: From Images to Virtual Forests. International Journal of Robotics and Automation, 20(1):14–25, 2005.
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• Qinfeng Shi, Li Wang, Li Cheng, and Alex Smola. Discriminative Human Action Segmentation and Recognition using SMMs. International Journal of Computer Vision (IJCV), . (Submitted)
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• S.V.N. Vishwanathan and Li Cheng. Implicit Online Learning with Kernels. Journal of Machine Learning Research (JMLR), . (submitted)
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Conference

• Baochun Bai, Li Cheng, Cheng Lei, Pierre Boulanger, and Janelle Harms. Learning-based multiview video coding. In Proc. of the 27th Picture Coding Symposium (PCS), pp. 201–204, 2009.
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• Li Cheng and Minglun Gong. Realtime Background Subtraction from Dynamic Scenes. In International Conference on Computer Vision (ICCV), 2009.
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• Tuan Hue Thi, Sijun Lu, Jian Zhang, Li Cheng, and Li Wang. Human Body Articulation for Action Recognition in Video Sequences. IEEE Advanced Video and Signal Based Surveillance (AVSS), 0:92–97, 2009.
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• Li Cheng, S.V.N. Vishwanathan, and Xinhua Zhang. Consistent image analogies using semi-supervised learning. In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2008.
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• Qinfeng Shi, Li Wang, Li Cheng, and Alex Smola. Discriminative Human Action Segmentation and Recognition using. Semi-Markov Model. In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2008.
  Code and Syn Data
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• Jun Zhou, Li Cheng, and Walter Bischof. Prediction and Change Detection In Sequential Data for Interactive Applications. In National Conference on Artificial Intelligence (AAAI), pp. 805–810, AAAI, 2008.
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• Tiberio Caetano, Li Cheng, Quoc Le, and Alex Smola. Learning Graph Matching. In IEEE International Conference on Computer Vision (ICCV), 2007.
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• Li Cheng and S.V.N. Vishwanathan. Learning to compress images and videos. In Proceedings of the 24th international conference on Machine learning (ICML), pp. 161–168, ACM, New York, NY, USA, 2007.
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• Li Cheng, S.V.N. Vishwanathan, Dale Schuurmans, Shaojun Wang, and Terry Caelli. implicit Online Learning with Kernels. In B. Schölkopf, J. Platt, and T. Hoffman, editors, Advances in Neural Information Processing Systems (NIPS), pp. 249–256, MIT Press, Cambridge, MA, 2007.
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• Shaojun Wang, Shaomin Wang, Li Cheng, Russ Greiner, and Dale Schuurmans. Stochastic Analysis of Lexical and Semantic for Enhanced Structural Language Model. In International Colloquium on Grammatical Inference, 2007.
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• Li Cheng, Shaojun Wang, Dale Schuurmans, Terry Caelli, and S.V.N. Vishwanathan. An Online Discriminative Approach to Background Subtraction. In IEEE international conference on advanced video and signal based surveillance, 2006.
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• Li Cheng, Feng Jiao, Dale Schuurmans, and Shaojun Wang. Variational Bayesian image modelling. In Proceedings of the 22nd international conference on Machine learning (ICML), pp. 129–136, ACM, New York, NY, USA, 2005.
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• Shaojun Wang, Shaomin Wang, Russ Greiner, Dale Schuurmans, and Li Cheng. Exploiting syntactic, semantic and lexical regularities in language modeling via directed Markov random fields. In Proceedings of the 22nd international conference on Machine learning (ICML), pp. 948–955, ACM, New York, NY, USA, 2005.
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• Li Cheng and Terry Caelli. Doubly-MRF Stereo Matching. In IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2003.
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• Li Cheng and Terry Caelli. A Trainable Hierarchical Hidden Markov Tree Model for color image Annotation. In International conference on Pattern Recognition (ICPR), 2002.
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Workshop or Symposium

• Nathan Brewer, Nianjun Liu, Li Cheng, and Lei Wang. User-Driven Lossy Compression for Images and Video. In Image and Vision Computing New Zealand (IVCNZ), 2009.
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• Yuxi Li, Li Cheng, and Dale Schuurmans. Inference of the Structural Credit Risk Model using MLE. In IEEE Symposium on Computational Intelligence for Financial Engineering, 2009.
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• Jun Zhou, Li Cheng, Terry Caelli, and Walter Bischof. Influence of Human Inputs on Semi-automatic Image Interpretation. In International Conference on Human-Computer Interaction (HCII), 2007.
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• Jun Zhou, Li Cheng, and Walter Bischof. A Novel Learning Approach for Semi-automatic Road Tracking. In International Workshop on Pattern Recognition in Remote Sensing (PRRS), 2006.
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• Li Cheng and Terry Caelli. Forestry Scene Geometry Estimation via Statistical Learning. In CVPR Workshop on Learning in Computer Vision and Pattern Recognition (LCVPR), 2004.
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• Li Cheng and Terry Caelli. Bayesian Stereo Matching. In CVPR Workshop on Generative Model Based Vision (GMBV), 2004.
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• Terry Caelli, Li Cheng, and Q Fang. A Bayesian Approach to Image Understanding: From Images to Virtual Forests. In International Conference on Vision Interface (VI), Halifax, Canada, 2003.
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• Li Cheng and Terry Caelli. Unsupervised Image Segmentation: A Bayesian Approach. In International Conference on Vision Interface (VI), Halifax, Canada, 2003.
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