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 | Another EM Segmentation Paper (PDF - 1.1 MB) |
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 |
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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 |
Stereo Matching using Belief Propagation Wainwright and Jordan Variational Methods Tech Report (PS) |
18 | SIFT | SIFT | |
19 | Constellation Model | Constellation Model | Recent Application of Constellation Models |
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 |