Greg Mori

Associate Professor
School 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.
Greg Mori

QUICK LINKS

[Publication list], [Students and Postdocs], [Teaching]


RESEARCH INTERESTS

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:

  • computer vision
  • machine learning
  • video analysis
  • human activity recognition
  • human body pose estimation
  • pedestrian detection and tracking
  • object recognition
Please see the Vision and Media Lab for a list of research projects, or my list of publications for more details.

STUDENT NEWS

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).
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.
Pengfei Yu successfully defended his M.Sc. thesis Image Classification Using Latent Spatial Pyramid Matching. Congratulations Pengfei!
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.
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.
Bo Gao sucessfully defended his M.Sc. thesis Exemplar-Based Human Interaction Recognition: Features And Key Pose Sequence Model. Congratulations Bo!
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!
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.
Ferdinand Stefanus successfully defended his M.Sc. thesis Automatic Pedestrian Detection and Tracking with a Multiple-Cue Max-Margin Framework. Congratulations Ferdinand!
[less new news]

TEACHING

STUDENTS AND POSTDOCS

Current Former
  • Yang Wang, Learning Structured Models for Human Actions and Poses, Ph.D. Summer 2009 (now NSERC postdoc at UIUC)
  • Payam Sabzmeydani, Detecting Pedestrians in Still Images Using Learned Shape Features, M.Sc. Fall 2006 (then at Koolhaus Games, now at AirG)
  • Andy Rova, Eigen-CSS Shape Matching and Recognizing Fish in Underwater Video, M.Sc. Spring 2007
  • Topher Johnson, Responsive Video-Based Motion Synthesis Using Motion Graphs, M.Sc. Summer 2007 (now at Blast Radius)
  • Maryam Moslemi, Clustering and Visualizing Actions of Humans and Animals Using Motion Features, M.Sc. Fall 2007 (then UIUC M.Sc. student, now at Salesforce.com)
  • Alireza Fathi, Efficient Human Figure Tracking Using Motion Exemplars, M.Sc. Summer 2008 (now Georgia Tech Ph.D. student)
  • William Ma, Motion Estimation For Functional Medical Imaging Studies Using A Stereo Video Head Pose Tracking System, M.Sc. Summer 2009 (now at Leovation)
  • Mohammad Norouzi, Convolutional Restricted Boltzmann Machines for Feature Learning, M.Sc. Fall 2009 (next U of Toronto Ph.D. student)
  • Weilong Yang, Learning Transferable Distance Functions For Human Action Recognition And Detection, M.Sc. Spring 2010 (now SFU Ph.D. student)
  • Bahman Yari Saeed Khanloo, Combining Simple Trackers Using Structural SVMs For Offline Single Object Tracking, M.Sc. Summer 2010 (next Aalto University Ph.D. student)
  • Tian Lan, Beyond Actions: Discriminative Models For Contextual Group Activities, M.Sc. Summer 2010 (next SFU Ph.D. student)
  • Ferdinand Stefanus, Automatic Pedestrian Detection and Tracking with a Multiple-Cue Max-Margin Framework, M.Sc. Fall 2010 (next MacDonald, Dettwiler and Associates Ltd. (MDA))
  • Arash Vahdat, A Key Pose Model For Human Interaction Recognition And Color From Gray By Optimized Color Ordering, M.Sc. Spring 2011 (next SFU Ph.D. student)
  • Bo Gao, Exemplar-Based Human Interaction Recognition: Features And Key Pose Sequence Model, M.Sc. Summer 2011 (next Software Engineer at Trusterra Inc.)
  • Pengfei Yu, Image Classification Using Latent Spatial Pyramid Matching, M.Sc. Summer 2011 (next Software Test Engineer at Microsoft)
  • Jen Fernquist, NSERC Undergraduate Student Research Award (USRA), Summer 2006 (then at MDA, now UBC M.Sc. student)
  • Chris Lundgren, NSERC Undergraduate Student Research Award (USRA), Summer 2006 (now at Safe Software)
  • Angelica Lim, NSERC Undergraduate Student Research Award (USRA), Spring 2008 (then at Google, now Monbukagakusho at Kyoto U.)
  • Bo Chen, CMPT 415 Directed Studies, RA, Spring 2007, Summer 2007, Summer 2008 (then UBC M.Sc. student, next Caltech Ph.D. student)
  • Mark Bayazit, NSERC Undergraduate Student Research Award (USRA), RA, Summer 2008, Fall 2008 (now at ShipSmartly.com Enterprises Inc.)
  • Aditya Ramesh, NSERC Undergraduate Student Research Award (USRA), Summer 2009 (next Stanford M.Sc. student)
  • Ben Reilly, RA, Spring 2011 (next Toronto M.Sc.)
  • Jia Sun, RA, Spring 2011 (next SFU B.Sc.)
  • Wesley May, NSERC Undergraduate Student Research Award (USRA), Summer 2011 (next Toronto M.Sc.)

Are you a prospective student? Please read this page for prospective students.

SERVICE

  • Associate Editor, IEEE Transactions on Pattern Analysis and Machine Intelligence (2010-)
  • Program Chair, Canadian Conference on Computer and Robot Vision (2006, 2007)
  • Selected recent program committees / reviewing:
    • IEEE Computer Vision and Pattern Recognition (CVPR 2010)
    • IEEE International Conference on Computer Vision (ICCV 2009)
    • European Conference on Computer Vision (ECCV 2010)
    • Asian Conference on Computer Vision (ACCV 2010)
    • Canadian Conference on Computer and Robot Vision (CRV 2010)
    • British Machine Vision Conference (BMVC 2010)
    • Neural Information Processing Systems (NIPS 2010)
  • Outstanding Reviewer Award (ICCV 2009, CVPR 2010)

VITA

AFFILIATIONS


Vision and Media Lab


Scientific Data Aquisition, Transportation and Storage Research Lab (SDATS)


Technology for Injury Prevention in Seniors (TIPS)