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Image Analysis

Type of study Doctoral
Language of instruction Czech
Code 460-6013/01
Abbreviation ANO
Course title Image Analysis
Credits 10
Coordinating department Department of Computer Science
Course coordinator doc. Dr. Ing. Eduard Sojka

Subject syllabus

Lectures:
1. Image segmentation, edge detection (gradient and zero-crossing methods, Canny detector), key-point detection, Hough transform
2. Variational formulation of image segmentation, level-set approaches, graph approaches, mean-shift approaches
3. Measuring objects for recognition, hand-crafted global object descriptors, universal local descriptors (HOG, SIFT, SURF, LBP)
4. Classification, discriminant functions for classification, support vector machines, neural networks, adaptive boosting (AdaBoost)
5. Deep/convolutional neural networks
6. Reconstructing 3D coordinates from images, camera calibration, finding correspondence between images
7. Analysing images varying in time, object tracking, human action recognition from video sequences

Literature

Skansi, S.: Introduction to Deep Learning, Springer 2018, ISBN 978-3-319-73004-2 
C.M. Bishop, Pattern Recognition and Machine Learning, Springer 2006, (ISBN 0-387-31073-8 , 978-0-387-31073-2).
A Hornberg, Handbook of Machine Vision, Wiley VCH, 2006, (ISBN 978-3-527-40584-8 ).
E.Sojka, Digitální zpracování a analýza obrazů, VŠB-TU Ostrava, 2000 (ISBN 80-7078-746-5).

Advised literature

Charu C. Aggarwal: Neural Networks and Deep Learning, Springer 2018, ISBN 978-3-319-94463-0 
Hornberg A. (Editor): Handbook of Machine and Computer Vision: The Guide for Developers and Users, 2nd Edition, Wiley 2017, ISBN: 978-3-527-41339-3 
Al Bovik, Handbook of Image and Video processing 2nd Edition, Elsevier Academic Press, 2005, (ISBN 0121197921, 978-0121197926).
R.C. Gonzales and R.E. Woods, Digital Image Processing, (3rd edition), Prentice Hall, 2008, (ISBN 0-13-505267-X ).
W.K. Pratt, Digital image processing: PIKS inside (3rd edition), John Wiley and Sons, 2001 (ISBN 0-471-37407-5 ).
K.R. Castleman: Digital Image Processing, Prentice Hall 1996 (ISBN 0-13-211467-4).