Home>>Academic Activity>>2005 Summer Course>>Song-Chun Zhu

Statistical Inference in Computer Vision

Lecture: Song-Chun Zhu

 

10 topics£º

1. Introduction to search algorithms on various graphs structures

(Spaces, representations, operators, constraints, metrics, heuristics)

2. Relaxation-Labeling with line drawing example

3. Markov chains for scientific computing

4. Gibbs sampler and Metropolis-Hastings

5. Data Augmentation and cluster sampling

6. Swendsen-Wang cuts

7. Reversible jumps

8. Data-driven Markov chain Monte Carlo

9. parsing techniques in programming languages

10. Top-down and bottom-up image parsing.

(11 optional) Exact sampling