Postscript viewer software, such as Ghostscript/Ghostview, can be used to view the .ps files in this section.
Students are expected to have completed the assigned readings before the beginning of class. Assigned readings are required whereas optional readings provide additional background on the lecture topic.
| LEC # | TOPICS | Assigned Readings | Optional READINGS |
|---|---|---|---|
| 1 | Introduction, Tutorial on PCA | ||
| 2 | Eigenfaces | Face Recognition using Eigenfaces (PDF) | |
| 3 | Active Appearance Models | Active Appearance Models | |
| 4 | Tutorial on EM | The EM Algorithm (PS) | |
| 5 | Learning Flexible Sprites in Video Layers | Learning Flexible Sprites in Video Layers | |
| 6 | LLE and other Manifold Learning Methods | Nonlinear Dimensionality Reduction by Locally Linear Embedding | |
| 7 | EM Segmentation | EM Segmentation of MRI Images |
|
| 8 | Tutorial on Calculus of Variations | ||
| 9 | Mumford-Shah | Mumford, D., and J. Shah. "Boundary Detection by Minimizing Functionals, i." In Proc. IEEE Conf. on Computer Vision & Pattern Recognition, San Francisco, CA, 1985. | |
| 10 | Snakes | Kass, Michael, Andrew Witkin, and Demetri Terzopoulos. "Snakes: Active Contour Models." Int. J. of Computer Vision 1, no. 4 (1987). | |
| 11 | Geodesic Active Contours | Geodesic Active Contours | |
| 12 | Shape Based Curve Evolution | Shape Based Curve Evolution 1 | |
| 13 | Tutorial on Clustering | ||
| 14 | Spectral Clustering | Spectral Clustering | |
| 15 | Normalized Cuts | Normalized Cuts | |
| 16 | Graph Cuts for Energy Minimization | Graph Cuts for Energy Minimization | |
| 17 | Belief Propagation | Understanding Belief Propagation and its Generalizations |
|
| 18 | SIFT | SIFT | |
| 19 | Constellation Model | Constellation Model | |
| 20 | Shape Context | Shape Context | |
| 21 | Local Descriptors | ||
| 22 | Object Recognition | ||
| 23 | Finite Element Models | Finite Element Models | |
| 24 | Non-rigid Registration using B-splines | Non-rigid Registration using B-splines | |
| 25 | Belief Propagation in Image Analysis | ||
| 26 | Doing Photogrammetry Right |