CS6670 Lectures
Many of the following slides are modified from the excellent class notes of similar courses offered in other schools by Prof Yung-Yu Chung, Frédo Durand, Alexei Efros, William Freeman, Svetlana Lazebnik, Srinivasa Narasimhan, Steve Seitz, Richard Szeliski, and Li Zhang. The instructor is extremely thankful to the researchers for making their notes available online. Please feel free to use and modify any of the slides, but acknowledge the original sources where appropriate.
The following syllabus is tentative, and subject to change.
|
Lecture Dates |
Topics | Materials | ||
| 0 | 1/24 | M |
Introduction and Overview |
ppt, pdf
Readings: Szeliski, Ch. 1 |
| 2 | 1/26 | W |
Image Filtering |
ppt, pdf
Readings: Szeliski, Ch. 3.1, 3.2 |
| 3 | 1/31 | M |
Image Resampling |
ppt, pdf
Readings: Szeliski, Ch. 3.4, 3.5 |
| 3a | 1/31 | M |
Feature Detection |
ppt, pdf
Readings: Szeliski, Ch. 4.1 |
| 4 | 2/2 | W | Feature matching |
ppt, pdf
Readings: Szeliski, Ch. 4.1 |
| 5 | 2/7 | M |
Cameras and Projection |
ppt, pdf
Readings: Szeliski, Ch. 2 |
| 6 | 2/9 | W |
Image Warps and Projection |
ppt, pdf
Readings: Szeliski, Ch. 3.5, 9.1 |
| 7 | 2/14 | M |
Panoramas
|
ppt, pdf
Readings: Szeliski, Ch.6.1, Ch. 9 |
| 8 | W | 2/16 |
Image alignment and RANSAC |
ppt, pdf
Readings: Szeliski, Ch.6.1 |
| 9 | M | 2/21 |
Single-View Modeling |
ppt, pdf
Readings: Mundy, J.L. and Zisserman, A., Geometric Invariance in Computer Vision, Appendix: Projective Geometry for Machine Vision, MIT Press, Cambridge, MA, 1992, (read 23.1 - 23.5, 23.10). Online here. |
| 10 | W | 2/23 |
Stereo
|
ppt, pdf
Readings: Szeliski, Ch. 11 |
| 11 | 2/28 | M |
Two-view geometry
|
ppt, pdf
Readings: Szeliski, Ch. 7.2 |
| 12 | 3/2 | W |
Structure from Motion
|
ppt, pdf
Readings: Szeliski, Ch. 7.2, 7.4, Noah Snavely's thesis, Chapter 3 |
| 13 |
Multiview Stereo
|
ppt, pdf
Readings: Szeliski, Ch. 11.6 |
||
| 14 | Intro to Recognition |
ppt, pdf | ||
| 15 | Face Detection |
ppt, pdf
Readings: Szeliski, Ch. 14.1, 14.2 |
||
| 16 | Bag-of-words Models |
ppt, pdf
Readings: Szeliski, Ch. 14.4 |
||
| 17 |
Pictorial Structures and Context
|
ppt, pdf
Readings: Szeliski, Ch. 14.4, 14.5 |
||
| 18 | Context and Segmentation |
ppt, pdf Readings: |
||
| 19 | Graph Cuts |
ppt, pdf
Readings: |
||
| 20 | Light and Reflectance |
ppt, pdf
Readings: Szeliski, 2.2, 2.3.2 |
||
| 21 | Photometric stereo |
ppt, pdf
Readings: Szeliski 12.1 |
||
| 22 | Computational
photography 1 (HDR) |
ppt, pdf
Readings: Szeliski Chapter 10.2 |
||
| 23 | Computational
photography 2 |
ppt, pdf
Readings: Szeliski Chapter 10 |
||
| 24 | Recent work in
recognition |
ppt, pdf
Readings: Szeliski Chapter 14.5 |
||
| 25 | Multi-view
stereo 2 |
ppt, pdf
|
||
| 26 | Vision for the
Internet |
ppt, pdf
|
||
