CS 7322: Computer Vision II
(aka. High-Level Computer Vision)

Spring 1997 3:05pm-4:25pm, April 2, 1997 - June 4, 1997
Classroom: CoC 102 (Monday, Wednesday)

ZenPad (ClassRoom 2000 Class Notes Application)

This will let you see the lecture notes. Choose lecture date (class cs7322, no id/passwd needed). Please do not edit the slides. The developers of this system will provide you with a better interface soon.

Lectures

April 2, 1997: Introduction
- Slides
- ZenPad (Select April 2, 1997 lecture)
April 7, 1997: Recognition.
- Readings:
  - Rosenfeld, A. "Eyes for Computers: How HAL could see", In Hal's Legacy: 2001's Computer as Dream and Reality, Editor: D. Stork, MIT Press, 1997
  - Ennesser, F. and Medioni, G. "Finding Waldo, of Focus of Attention using Local Color Information", IEEE PAMI 17(8), 1995
  - Swain, M. and Ballard, D. "Indexing via Color Histograms", In Proceedings of ICCV 90, pp 390-393, IEEE CS Press, 1990.
- Participant's Commentaries
- Slides (not yet)
- ZenPad (Select April 7, 1997 lecture) [LiveBoard Dead, Audio available].
April 9, 1997: Object Recognition
- Zenpad, Lecture Notes (Select Class and Lecture Date)
- Readings:
  - Ullman, S. "Chapter 1: Object Recognition", In High-level Vision, MIT Press, 1995.
  - Ullman, S. "Chapter 2: Approaches to Object Recognition", In High-level Vision, MIT Press, 1995.
- Participant's Commentaries
April 14, 1997: Shapes for Recognition
- Discussion Led by Darnell Moore
- Zenpad, Lecture Notes (Select Class and Lecture Date)
- Readings:
  - Marr, D. "Representing Shapes for Recognition" Chapter 5 in Vision, Freeman Press, 1982.
- Participant's Commentaries
April 16, 1997: Model-based Recognition
- Discussion Led by Causenge Cangin
- Zenpad, Lecture Notes (Select Class and Lecture Date)
- Readings:
  - Pentland, A. "Automatic Extraction of Deformable Part Models", International Journal of Computer Vision, 4, pp 107-126 1990.
  - Grimson, W. E., and Lozano-Perez, T. "Model-Based Recognition and Localization from Sparse Range or Tactile Data", Intenational Journal of Robotics Research. 3(3) 1984.
- Participant's Commentaries
April 21, 1997: Physics-based Models I
- Discussion Led by Robert Sumner
- Some notes from Irfan Essa
- Zenpad, Lecture Notes (Select Class and Lecture Date)
- Readings:
  - Terzopoulos, D. "The Computation of Visible-Surface Representations", IEEE Transaction of Pattern and Machine Intelligence, 10(4) 1988.
  - Kass, M., Witkin, A., and Terzopoulos, D., "Snakes: Active Contour Models", International Journal of Computer Vision, 1(4):321--331, 1987. (will hand this one out Monday)
- Mid Term Project Handed OUT.
- Participant's Commentaries
April 23, 1997: Physics-based Models II
- Discussion Led by Lisa Wenner
- Zenpad, Lecture Notes (Select Class and Lecture Date)
- Readings:
  - Terzopoulos, D., Witkin, A. and Kass, M. "Symmetry-Seeking Models and 3D Object Reconstruction", International Journal of Computer Vision, 1, pp 211-221, 1987
  - Pentland, A., and Sclaroff, S. "Closed-Form Solutions for Physically Based Shape Modeling and Recogntion", IEEE Transactions on Pattern Analysis and Machine Intelligence, 13(7), 1992.
- Participant's Commentaries
April 28, 1997: Recognition I (Eigen-Methods)
- Discussion Led by Tim Smith
- Readings:
  - Turk, M., and Pentland, A., "Face Recognition Using Eigenfaces", In Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 1991.
  - Pentland, A., Moghaddam, B., Starner, T., "View-Based and Modular Eigenspaces for Face Recognition " In Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 1994.
  - Chapter 2 Wandell (no Critique!)
- Participant's Commentaries
April 30, 1997: Recognition II (Appearance-based methods)
- Discussion Led by Mark Snider
- Readings:
  - Nayar, S., and Poggio, T., "Early Visual Learning" Chapter 1 in Early Visual Learning, Edited by Nayar and Poggio. Oxford University Press, 1996.
  - Nayar, S., Murase H., and Nene, S., "Parametric Appearence Representation" Chapter 6 in Early Visual Learning, Edited by Nayar and Poggio. Oxford University Press, 1996.
- Participant's Commentaries
May 5, 1997: Active and Dynamic Vision I
- Readings:
  - Wang, J.Y.A., and Adelson, E.H., "Layered Representation for Motion Analysis", In Proceedings of CVPR 1993 (361-366).
    - Discussion Led by Roman Khramets
  - Black, M.J., Jepson, A.D., "EigenTracking: Robust Matching and Tracking of Articulated Objects Using a View-Based Representation", In Proceedings of ECCV 1996(I:329-342). (Jose)
    - Discussion Led by Jose Gonzalez
  - Chapter 8 (pp 247--258), Chapter 10 (pp 344--366) (no Critique!)
- Participant's Commentaries
May 7, 1997: Active and Dynamic Vision II
- Discussion Led by Rawesak Tanawongsuwan
- Readings:
  - Pentland, A, and Horowitz, B., "Recovery of Norigid Motion and Structure", In IEEE Trans. on PAMI, 13(7), 1991. [Handed out in class 4/30/97]
  - Terzopolous, D. and Metaxes, D., "Dyanmic 3D Models with Local and Global Deformations: Deformable Superquadrics", In IEEE Trans. on PAMI, 13(7), 1991.[Handed out in class 4/30/97]
- Participant's Commentaries
May 12, 1997: Features vs. Template-based I
- Midterm Project Due (3pm)
  - Solutions
- Discussion Led by Tami Randolph & Roberto Peon
- Readings:
  - Brunelli, R., and Poggio, T., "Face Recognition: Features versus Templates", PAMI(15), No. 10, October 1993, pp. 1042-1052. (Tami)
  - Hines, D. and Braun, J. "Order of Feature Recognition in Familiar and Unfamiliar faces", Brain and Cognition, 14, (165-184), 1990. (Roberto) [Handed out in Class 4/30/97]
- Participant's Commentaries
May 14, 1997: Features vs. Template-based II
- Final Project Proposal Due
- Discussion Led by Wasinee Rungsarityotin
- Continuation from Last class
- Discussion of Mid Term Project and Final Projects
- Final Prject Proposals
- Readings:
  - Baback Moghaddam and Alex Pentland "Probabilistic Visual Learning for Object Detection" Fifth International Conference on Computer Vision (ICCV'96), Cambridge, MA, June 1995. [NOT Required READING]
  - Trevor Darrell, Irfan Essa, and Alex Pentland "Task-specific Gesture Analysis in Real-Time using Interpolated Views", In PAMI January 1997.
- Participant's Commentaries
May 19, 1997 NO CLASS (Irfan Essa away)
May 21, 1997: Motion
- Final Project Preliminary Report DUE.
- Discussion Led by Andy Gardner
- Readings:
  - Chapter 10: Wandell (Text)
- Participant's Commentaries
May 26, 1997: NO Class (National Holiday)
May 28, 1997: Structure from Motion
- Final Project Preliminary Report 2 Due Friday 5pm
- Discussion Led by Scott Stillman
- Readings
  - Tomasi, C. and Kanade, T. Shape and Motion from Image Streams under Orthography: a Factorization Method, IJVC November 1992 9:2, pp 137-154. [Handed Out 5/21/1997]
  - Seitz and Dyer, "Complete Scene Structure from Four Point Correspondences.", CVPR 95 [Handed Out 5/21/97]
- Participant's Commentaries
June 2, 1997: Case Studies I
- Discussion Led by Jim Rowan and Daniela Ivan Rosu
- Readings
  - Pentland, A., Picard, R., Sclaroff, S. "Photobook: Tools for Content-Base Manipulation of Image Databases" Appears in: SPIE Paper 2185-05, Storage and Retrieval of Image & Video Databases II, San Jose, CA, pp. 34-47. 1994. A version also appears in IJCV (Daniela)
  - Kanade, T. "Development of a Video Rate Stereo Machine", by T. Kanade, Proc. of the 1994 ARPA Image Understanding Workshop, Monterey, CA, pp. 549-558, November 14-16, 1994. (Jim)
June 4, 1997
- Final Project Presentations

To GT CoC Home Pages
CoC Classes

Last Changes: 4/30/97 2:30pm by Irfan Essa
File: /net/www/classes/cs7322_97_spring/lectures.html
WWW: www.cc.gatech.edu/classes/cs7322_97_spring/cs7322.html