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Greg MoriAssociate ProfessorSchool of Computing Science Simon Fraser University 8888 University Drive Burnaby, BC CANADA V5A 1S6 Office: TASC1 8007 Phone: (778) 782-7111 Fax: (778) 782-3045 mori@cs.sfu.ca Ph.D. in Computer Science, University of California at Berkeley, 2004. Hon. B.Sc. in Computer Science and Mathematics, University of Toronto, 1999. |
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My research is in computer vision, and is concerned with developing
algorithms that automatically interpret images and videos,
particularly those containing people. I have made significant
contributions towards solving the problems of human pose estimation
and human action recognition. At a broad level, the methodology
followed is to construct features and representations that capture our
intuition regarding these vision problems. We operationalize these via
machine learning algorithms, adapting them to suit our
purposes.
Specific examples of features and representations include work on superpixels for representing images, motion features for human action recognition, and our bag-of- words model for video sequences. We have developed variants of machine learning algorithms for models such as the hidden Conditional Random Field (hCRF) and Latent Dirichlet Allocation (LDA) to implement these ideas. Research interests keywords:
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Tian Lan (PhD), Weilong Yang (PhD), and Yang Wang had a paper accepted to IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI). Methods for modeling context relating the actions of individuals and groups of people are compared and combined (earlier NIPS 2010 and SGA 2010 papers). |
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Arash Vahdat (MSc), Bo Gao (MSc), and Mani Ranjbar (PhD) had a paper accepted to the Eleventh IEEE International Workshop on Visual Surveillance (VS), 2011. A keypose-based model for recognizing human interactions in videos is presented. |
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Pengfei Yu successfully defended his M.Sc. thesis Image Classification Using Latent Spatial Pyramid Matching. Congratulations Pengfei! |
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Tian Lan (PhD) had a paper accepted to the IEEE International Conference on Computer Vision (ICCV), 2011. A discriminative model for jointly recognizing and localizing actions is presented. |
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Zhi Feng Huang (MSc) and Weilong Yang (PhD) had a paper accepted to the 22nd British Machine Vision Conference (BMVC), 2011. A boosting algorithm for models with latent variables is developed, and applied to action recognition. |
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Bo Gao sucessfully defended his M.Sc. thesis Exemplar-Based Human Interaction Recognition: Features And Key Pose Sequence Model. Congratulations Bo! |
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Arash Vahdat successfully defended his M.Sc. thesis A Key Pose Model For Human Interaction Recognition And Color From Gray By Optimized Color Ordering. Congratulations Arash! |
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Brian Milligan won the best video award at the 6th ACM/IEEE International Conference on Human-Robot Interaction (HRI) 2011 for his video titled Selecting and Commanding Groups in a Multi-Robot Vision Based System. |
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Ferdinand Stefanus successfully defended his M.Sc. thesis Automatic Pedestrian Detection and Tracking with a Multiple-Cue Max-Margin Framework. Congratulations Ferdinand! |
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Current
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