Textbooks
General Computer Vision Textbooks
(supplemental)
- Computer
Vision: A Modern Approach (38.8 MB pdf) by D. A. Forsyth and J.
Ponce, Prentice Hall, 2002.
- Computer
Vision, by L. G. Shapiro and G. C. Stockman, Prentice Hall, 2001.
- The Computer Image, by A. Watt, Addison-Wesley, 1998.
- Image Processing, Analysis, and Machine Vision, M. Sonka, V. Hlavac
and R. Boyle, Brooks/Cole Publishing, 1999.
- Introductory Techniques for 3-D Computer Vision, E. Trucco and A.
Verri, Prentice-Hall,1998.
- Machine Vision, R. Jain, R. Kasturi, and B. G. Schunck,
MacGraw-Hill, 1995.
- A Guided Tour of Computer Vision, by V. S. Nalwa, Addison-Wesley,
1993.
- Three-Dimensional Computer Vision, by O. Faugeras, MIT Press, 1993.
Other texts used in this course (supplemental)
- Principles of Digital Image Synthesis, by A. Glassner, Morgan
Kaufmann, 1995.
- Neural Networks for Pattern Recognition, by C. Bishop, Oxford
University Press, 1998.
Readings
The class handouts are from
the texts listed above
- Covered in lecture on 1/9: Forsyth
& Ponce (38.8 MB pdf), chapters 8.1-8.2
Image filtering
- 1/11: Roberto Cipolla's and Andrew Gee's notes on edge detection 2-up
(8.9 MB postscript) (formatted for A4 paper, so be sure to resize before
printing), class handout
- 1/11 (supplemental): Forsyth
& Ponce, chapter 9
Edge detection
- 1/11: Mortensen, Intelligent
Scissors
- 1/23: Shapiro, pp. 279-289, class handout
K-means, min-cut segmentation
- 1/23: http://www.dai.ed.ac.uk/HIPR2/morops.htm,
Dilation, erosion, opening, closing
- 1/25: Watt, 10.3-10.4, class handout
Hough
transform
- 1/25: Trucco & Verri, pp. 191-199 (except 8.3.3, Multi-frame methods), class
handout
Optical flow
- 1/30: http://www.ulib.org/webRoot/Books/Numerical_Recipes/bookcpdf/c9-4.pdf
Newton's method
- 2/6: R. Szeliski and H.-Y. Shum. Creating
full view panoramic image mosaics and texture-mapped models, Computer
Graphics (SIGGRAPH'97), pages 251-258, August 1997. Read sections 1 and
2, skim the rest. (more details may be found in tech
report version (optional))
Mosaic creation
- 2/13: Mundy, J.L. and Zisserman, A., Geometric
Invariance in Computer Vision, Chapter 23: Appendix: Projective Geometry
for Machine Vision, MIT Press, Cambridge, MA, 1992, pp. 463-534. Read
sections 23.1 - 23.5, 23.10.
Projective geometry
- 2/22: Trucco & Verri, Chapter 7 (handout). Read through
7.3.2, also 7.3.7 and 7.4, 7.4.1 (the rest is optional).
Stereo
- 2/27: (optional) S. M. Seitz and C. R. Dyer, Photorealistic
Scene Reconstruction by Voxel Coloring, International Journal of
Computer Vision, 35(2), 1999, pp. 151-173.
Voxel coloring
- 3/6: Glassner, vol 1, pp. 5-32, class handout
Perception and light
- 3/8: Watt, pp. 64-71, 103-114 (5.3 is optional), class
handout
Reflectance
- 3/13: Bishop, Chapter 1, class handout
Pattern recognition
- Forsyth
& Ponce, pp. 723-729
Eigenfaces