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 | 8/27 | Th |
Introduction and Overview |
ppt, pdf
Readings: Szeliski, Ch. 1 |
| 1 | 8/27 | Th |
Image Filtering |
ppt, pdf
Readings: Szeliski, Ch. 3.1, 3.2 |
| 2 | 9/8 | Tu |
Edge detection and interpolation |
ppt, pdf
Readings: Szeliski, Ch. 3.4.1, 3.4.2 |
| 3 | 9/10 | Th |
Features and Matching |
ppt, pdf
Readings: Szeliski, Ch. 4.1 |
| 4 | 9/15 | Tu | Cameras |
ppt, pdf
Readings: Szeliski, Ch. 2.2.3, 2.3 |
| 5 | 9/17 | Th |
Camera Projection |
ppt, pdf
Readings: Szeliski, Ch. 2.1 |
| 6 | 9/22 | Tu |
Image Transformations |
ppt, pdf
Readings: Szeliski, Ch. 3.5, 9.1 |
| 7 | 9/24 | Th |
Panoramas
|
ppt, pdf
Readings: Szeliski, Ch. 9.3 |
| 8 | 9/29 | Tu |
Optical flow |
Guest lecture by Prof. Pedro Felzenszwalb |
| 9 | 10/1 | Th |
Stereo |
Guest lecture by Prof. Pedro Felzenszwalb |
| 10 | 10/6 | Tu |
Stereo and Graph Cuts
|
ppt, pdf
Readings: Szeliski, Ch. 11.2-11.5 |
| 11 | 10/8 | Th |
Structure from Motion
|
ppt, pdf
Readings: Szeliski, Ch. 7.2, Noah Snavely's thesis, Chapter 3 |
| 12 | 10/15 | Th |
Structure from Motion 2
|
ppt, pdf
Readings: Szeliski, Ch. 7.2, 7.4, Noah Snavely's thesis, Chapter 3 |
| 13 | 10/20 | Tu |
Multiview Stereo
|
ppt, pdf
Readings: Szeliski, Ch. 11.6 |
| 14 | 10/22 | Th | Intro to Recognition |
ppt, pdf |
| 15 | 10/27 | Tu | Face Detection |
ppt, pdf
Readings: Szeliski, Ch. 14.1, 14.2 |
| 16 | 10/29 | Th | Bag-of-words Models |
ppt, pdf
Readings: Szeliski, Ch. 14.4 |
| 17 | 11/3 | Tu |
Pictorial Structures and Context
|
ppt, pdf
Readings: Szeliski, Ch. 14.4, 14.5 |
| 18 | 11/5 | Th | Recent Advances in Recognition |
ppt, pdf Readings: Dalal and Triggs, Histograms of oriented gradients for human detection. CVPR 2005. Felzenszwalb, et al., Object detection with discriminatively trained part based models. PAMI 2009. |
| 19 | 11/10 | Tu | Projective
Geometry and 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. |
| 20 | 11/12 | Th | Light and Reflectance |
ppt, pdf Readings: Szeliski, 2.2, 2.3.2 |
| 21 | 11/17 | Tu | Light, reflectance, and photometric stereo |
ppt, pdf Readings: Szeliski 12.1 |
| 22 | 11/19 | Th | Computational photography |
ppt, pdf Readings: Szeliski Chapter 10 |
| 23 | 11/24 | Tu | Computational
photography 2 |
ppt, pdf Readings: Szeliski Chapter 10 |
| 24 | 12/1 | Tu | Segmentation |
ppt, pdf Readings: Szeliski Chapter 5 |
