Journals:


Jun Zhou, L. Cheng, and Walter F. Bischof
``Online Learning with Novelty Detection in Human-guided Road Tracking",
IEEE Transactions on Geoscience and Remote Sensing, Vol. 45(12), pp. 3967-3977, 2007.


L. Cheng and T. Caelli
``Bayesian stereo matching",
Computer Vision and Image Understanding (CVIU), Vol.106 (1), pp. 85--96, 2007.


L. Cheng, T. Caelli and A. Sanchez-Azofeifa
``Component Optimization for Image Understanding: a Bayesian Approach",
IEEE Trans. Pattern Analysis and Machine Intelligence (PAMI), vol.28 (5), pp. 684--693, 2006.


T. Caelli, L. Cheng, and Q. Fang
``Bayesian Image Understanding: From Images to Virtual Forests",
International Journal of Robotics and Automation (IJRA), Vol.20 (1), pp. 14-25, 2005.


Conferences:


J. Zhou, L. Cheng, W. Bischof,
``Prediction and Change Detection In Sequential Data for Interactive Applications",
National Conference on Artificial Intelligence (AAAI) 2008.


L. Cheng, SVN Vishwanathan, Xinhua Zhang,
``Consistent Image Analogies using Semi-supervised Learning",
IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2008.


Qinfeng Shi, Li Wang, Li Cheng, A. J. Smola,
``Discriminative Human Action Segmentation and Recognition using Semi-Markov Model", (webpage)
IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2008.


T. S. Caetano, L. Cheng, Q. V. Le, and A. J. Smola
``Learning Graph Matching",
International Conference on Computer Vision (ICCV) 2007.

L. Cheng and SVN Vishwanathan
``Learning to Compress Images and Videos",
International Conference of Machine Learning (ICML) 2007.

Jun Zhou, L. Cheng, Terry Caelli, and Walter F. Bischof
``Influence of Human Inputs on Semi-automatic Image Interpretation",
International Conference on Human-Computer Interaction (HCII) 2007.

 L. Cheng, SVN Vishwanathan, D. Schuurmans, S. Wang and Terry Caelli 
``Implicit Online Learning with Kernels",
Neural Information Processing Systems (NIPS) 2006.
 
S. Wang, S. Wang, L. Cheng, R. Greiner and D. Schuurmans
``Stochastic Analysis of Lexical and Semantic for Enhanced Structural Language Model',' 
International Colloquium on Grammatical Inference (ICGI) 2006.

L. Cheng, S. Wang, D. Schuurmans, T. Caelli and S. Vishwanathan
``An Online Discriminative Approach to Background Subtraction",
IEEE international conference on advanced video and signal based surveillance (AVSS) 2006.

Jun Zhou, L. Cheng, and Walter F. Bischof
``A Novel Learning Approach for Semi-automatic Road Tracking",
International Workshop on Pattern Recognition in Remote Sensing (PRRS) 2006.

L. Cheng, F. Jiao, D. Schuurmans and S. Wang
``Variational Bayesian Image Modelling",
International Conference of Machine Learning (ICML) 2005.

S. Wang, S. Wang, R. Greiner, D. Schuurmans and L. Cheng
``Exploiting Syntactic, Semantic and Lexical Regularities
in Language Modeling via Directed Markov Random Fields
",
International Conference of Machine Learning (ICML) 2005.

L. Cheng and T. Caelli
``Forestry Scene Geometry Estimation via Statistical Learning",
CVPR Workshop on Learning in Computer Vision and Pattern Recognition (LCVPR) 2004.

L. Cheng and T. Caelli
``Bayesian Stereo Matching",
CVPR Workshop on Generative Model Based Vision (GMBV) 2004.

L. Cheng and T. Caelli
``Doubly-MRF Stereo Matching",
IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 2003.

L. Cheng and T. Caelli
``Unsupervised Image Segmentation: A Bayesian Approach",
International Conference on Vision Interface 2003.

T. Caelli, L. Cheng and Qiongyan Fang
``A Bayesian Approach to Image Understanding: From Images to Virtual Forests",
International Conference on Vision Interface 2003.


L. Cheng and T. Caelli
``A Trainable Hierarchical Hidden Markov Tree Model for color image Annotation",
International conference on Pattern Recognition (ICPR) 2002