Image Processing and Pattern Recognition 2
| Code | Completion | Credits | Range | Language |
|---|---|---|---|---|
| 01ROZP2 | ZK | 4 | 2+1 | Czech |
- Garant předmětu:
- Jan Flusser
- Lecturer:
- Jan Flusser
- Tutor:
- Jan Flusser
- Supervisor:
- Department of Mathematics
- Synopsis:
-
The course is a continuation of ROZ1. Major attention is paid to features for shape description and recognition, and to general pattern recognition techniques. Numerous applications and experimental results are presented in addition to the theory.
- Requirements:
-
passing of ROZ1
- Syllabus of lectures:
-
features for description and recognition of 2-D shapes
invariant features, Fourier descriptors, moment invariants, differential invariants
statistical pattern recognition, supervised and nonsupervised classification, NN- classifier, linear classifier, Bayessian classifier
clustering in a feature space, iterative and hierarchical methods
dimensionality reduction of a feature space
- Syllabus of tutorials:
-
simple 2D visual features
Fourier descriptors
basic classification algorithms
cluster analysis - simple examples
- Study Objective:
-
to teach students the basics of object recognition
- Study materials:
-
Duda R.O. et al., Pattern Classification, (2nd ed.), John Wiley, New York, 2001
Media and tools: a complete set of lecture slides and excersises are available at http://zoi.utia.cas.cz/ROZ2
- Note:
- Time-table for winter semester 2023/2024:
- Time-table is not available yet
- Time-table for summer semester 2023/2024:
- Time-table is not available yet
- The course is a part of the following study plans:
-
- Matematické inženýrství (elective course)
- Radiolgická fyzika (compulsory course in the program)