CS 682
Computer Vision

Time/Location: Tuesday 4:30-7:10,   Krug Hall 7
Instructor: Dr. Jana Kosecka
Office: 4444, Research II
email: kosecka@cs.gmu.edu
Course website http://cs.gmu.edu/~kosecka/cs682/
Recommended Textbooks
[1] Invitation to 3D Vision: From Images to Geometric Models: Y. Ma, S. Soatto, J. Kosecka and S. Sastry web site
[2] Computer Vision: A Modern Approach: D. Forsythe and J. Ponce, Prentice-Hall, 2003
[3] Image Processing, Analysis, and Machine Vision. Sonka, Hlavac, and Boyle. Thomson.
[4] Computer Vision. Ballard and Brown web site
[5] Computer Vision: Algorithms and Applications. R. Szeliski, 2010, Springer online version of the book
Online Resources
[6] Computer Vision Compendium CVonline
[1] More code details from [1] are here
sample images
sample code

Announcements

Get familiar with Matlab and OpenCV

Schedule (subject to change)

Date Topic Assignments/Due dates
Jan 24   - Introduction and course logistics (slides)
  - Representation of 3D moving scene, Chapter 2 in [1] (.pdf)
  - Chapter 3 in [1] (.pdf) , Chapter 2 in [5]
  - Linear Algebra (vectors, 2D transformations, lin.eq., eigenanalysis)
  - (slides1) (slides2)
  Matlab Materials,
  OpenCV installation
  Homework 0
Jan 31   - Image Formation (slides)
  - Light and Color (slides)
  - Introduction to MATLAB and OpenCV (.pdf)
  OpenCV code examples
  Homework 1
  Chapters 3, 4 in [1] or 4.1-4.3 in [2],
  2.1, 2.3, 3.1-3 in [5]
Feb 7   - Image operations, filtering (.pdf)
  - Image features (.pdf)
  Readings Chapters 4 in [5]
Feb 14   - Image Correspondence, Optical Flow
Feb 21   - Advanced Features, Line Fitting, RANSAC
Feb 28   - Stereo, Epipolar Geometry
  - Image Stiching, Panoramas
March 6   - 3D reconstruction, uncalibrated two view geometry, camera calibration
March 13   - Spring Break
March 20   - Advanced Stereo, Image Morphing
March 27   - Image Segmentation
April 3   - Detection and Recognition of objects in images
April 10   - Recognition statistical view-point, distriminative learning
April 17   - Face detection, Image Based Retrieval
April 24   - Active Contours, Tracking
May 1   - tba
May 8   - Final Project Presentation slides (.pdf)
  - formatting instructions latex (.tar.gz) MS word (.doc)