Vismod Research Staff
- Research interests
- Machine and Human Vision, Multimedia, Human Movement, HCI,
AI, Facial and Gestural Perception, Computer Graphics, Mathematical
Modeling, Numerical Analysis, Cognitive Sciences
- Education
-
Ph. D. Media Arts and Sciences
Massachusetts Institute of Technology, Cambridge, MA, 1994
Ph. D. Advisor: Sandy
Pentland
S. M. Engineering
Massachusetts Institute of Technology, Cambridge, MA, 1990
B.S. Engineering
Illinois Institute of Technology, Chicago, ILL, 1988
- Experience
-
Research Scientist
MIT Media Laboratory, Vision & Modeling Group, Cambridge, MA, 1994-present
Research Assistant
MIT Media Laboratory, Vision & Modeling Group, Cambridge, MA, 1988-1994
Research Scientist/Intern
Thinking Machines Coorporation, Cambridge, MA, 1990
Research Description (as of Jan 1995)
I am developing computer vision systems that use measurements from
video for detailed facial modeling and tracking of facial expressions.
Accurate facial modeling involves fine details of geometry and muscle
coarticulation. By coupling pixel-by-pixel measurements of surface
motion to a physically-based face model and a muscle control model, we
have been able to obtain detailed records of both the displacement of
each point on the facial surface and the muscle control required to
produce the observed facial motion.
Tracking facial expressions, in contrast, typically involves fast,
accurate characterization of a relatively small set of predetermined
facial expressions. By coupling sparse, fast visual measurements with
our physically-based model via an interpolation process (based on
radial basis functions), we have produced a system capable of
real-time facial expression tracking. This work has applications in
teleconfrencing, human-machine interaction, surgical planning and
computer animation. ( more information
)
Selected Publications
(To access these documents and their abstracts, visit the
tech-reports page)
- Coding, Analysis, Interpretation and Recognition of Facial Expressions
- Irfan A. Essa and Alex P. Pentland
Submitted: IEEE Transactions on Pattern Analysis and Machine
Intelligence (PAMI), April 1995. Also available as Vision &
Modeling TR # 325
- Animation of Facial Expression using Input from Video., To Appear,
- Irfan A. Essa, and Alex P. Pentland. ``Modeling and Interactive
To Appear in Proceedings of Computer Animation 1996 Conference,
Geneva, Switzerland, June 1996.
- Motion Regularization for
Model-based Head Tracking.
- Sumit Basu, Irfan Essa and Alex Pentland.
In Review (Jan. '95), Proceedings of the International
Conference on Pattern Recogntion 1996, Vienna, Austria,
August 1995. Also available as Vision &
Modeling TR # 362
- Task Specific Gesture Modeling using Interpolated View
- Trevor Darrell, Irfan A. Essa and Alex P. Pentland
Submitted: IEEE Transactions on Pattern Analysis and Machine
Intelligence (PAMI), April 1995. Also available as Vision &
Modeling TR # 364
- Facial Expression Recognition using a Dynamic Model and Motion Energy
- Irfan A. Essa and Alex P. Pentland
In Proceedings of the International Conference on Computer
Vision (ICCV 95), Cambrdige, Massachusetts, June 20-23 1995.
Also available as Vision & Modeling TR # 307.
- Casual Analysis for Visual Gesture Understanding
- Matthew Brand and Irfan A. Essa
In Proceedings of the AAAI Fall Symposium on Computational Models
Integrating Language and Vision), Cambridge, Massachusetts,
November 1995. Also available as Vision & Modeling TR # 327
- Facial Expression Recognition using Visually Extracted Facial
Action Parameters
- Irfan A. Essa and Alex P. Pentland
In Proceedings of the International Workshop on Automatic Face
and Gesture Recognition 1995, Zurich, Switzerland, June 26-28
1995.
- Looking at People: Extracting Human Movements
- I. Essa, T. Darrell, A. Azarbeyajani, S. Scalroff and Alex
P. Pentland
In Proceedings of International Workshop on Computer Vision and
Parallel Processing 1995, Islamabad, Pakistan, January 2-5
1995.
- Analysis, Interpretation, and Synthesis of Facial Expressions
- Irfan A. Essa
Ph. D. Thesis, Massachusetts Institute of Technology, Cambridge,
MA. 1994. Also available as Vision & Modeling TR # 303
- Tracking Facial Motion
- Irfan A. Essa, Trevor Darrell and Alex Pentland
In Proceedings of IEEE Workshop on Nonrigid and Articulated
Motion, Austin, TX., November 1994.
Also available as Vision & Modeling TR # 272
- Correlation and
Interpolation Networks for Real-time Expression Analysis/Synthesis.
- Trevor Darrell, Irfan A. Essa, and Alex Pentland
In G. Tesauro, D. S. Touretzky, and T. K. Leen (Editors), Advances in
Neural Information Processing Systems (NIPS) 7, Denver, CO., MIT
Press 1995. Also available as Vision & Modeling TR # 284
- A Vision System for Observing and Extracting Facial Action Parameters
- Irfan A. Essa and Alex Pentland
Proceedings of IEEE Computer Vision and Pattern Recognition Conference,
pages 76-83, June 1994.
Also available as Vision & Modeling TR # 247
- Visually-Guided Animation
- A. Pentland, T. Darrell, I. Essa, A. Azarbayejani, and S. Sclaroff
In Proceedings of the Computer Animation 1994 Conference,
Geneva, Switzerland May 1994.
Also available as Vision & Modeling TR # 266
- Physically-based Modeling for Graphics and Vision
- Irfan A. Essa, Stan Sclaroff, and Alex Pentland
Ralph Martin, editor, Directions in Geometric Computing.
Information Geometers, U.K., 1993.
Also available as Vision & Modeling TR # 184
- A Unified Approach for Physical and Geometric Modeling for Graphics
and Animation
- Irfan A. Essa, Stan Sclaroff, and Alex Pentland
Computer Graphics Forum, The International Journal of the Eurographics
Association, 2(3), 1992.
- Vision-based Modeling: An Application of a Unified Approach for
Physical and Geometric Modeling for Graphics and Animation
- Stan Sclaroff, Irfan A. Essa, and Alex Pentland
In Proceedings of the Workshopp on Animations and Simulations,
Eurographics 92, Cambridge, UK. 1992.
- The ThingWorld Modeling System: Virtual Sculpting by Modal Forces
- A. Pentland, I. Essa, M. Friedmann, B. Horowitz, and S. Sclaroff
ACM Computer Graphics, Proceedings of the Second Interactive 3-D Graphics
Symposium, Snowbird, Utah. 1990.
Some relevant people
- Undergraduate:
- Alex Kuperman ,
Aaron Thomason,
Mike Sy, and
Nathan J. Williams
- Staff:
- Erik Trimble .
- Graduate:
- Sumit Basu
(with Alex Pentland) .
- Presently Collaborating with:
- Alex (Sandy) Pentland ,
Matthew Brand , Nancy Etcoff,
Nancy Alvarado and
Justine Cassell .
- Former Collaboraters:
- Trevor Darrell ,
Stan Scalroff
- References:
- J. K. Aggarwal,
Norm Badler,
Aaron Bobick,
Larry S. Davis,
Nancy Etcoff,
Thomas Huang,
Takeo Kanade,
Marvin Minsky (Occasionaly) ,
Alex (Sandy) Pentland,
Rosalind (Roz) Picard ,
John Williams.
- Interests
- Biking, Hiking, Reading (metaphysics, philosophy, fiction)
Swimming, Photography and playing Squash.
- Birthplace
- Karachi, Pakistan (1965)
- A favorite book
- CRC Standard Math Tables (1987) by W. H. Beyer
- Most wishes to have dinner with
- Anybody from years 3000 AD or 3000 BC Or Someone from another
planet (No that does not mean that I don't wanna have dinner
with people in the present living in good ole terra
Last modified: Tue Mar 11 11:39:42 EST 1997