====== Summer School in Computer Vision at Ukrainian Catholic University (2017) ======
Alexander Shekhvtsov, Kostiantyn Antonuk

Statistical Decision Theory in Computer Vision, Structured Prediction and Learning

===== General Information =====
{{http://cs.ucu.edu.ua/en/course/computer-vision-summer-workshop-2017/}}
===== Program =====
{{http://cs.ucu.edu.ua/wp-content/uploads/2017/05/Computer-Vision-Machine-Learning-workshop-UCU-July-3-7-2017.pdf}}
===== Teaching Materials =====
^ Topic ^ Lecture ^ Practical ^
|From Uncertainty and everything Bayesian to SVMs| {{:courses:ucuss17:lectures_d1.pdf|}} | {{:courses:ucuss17:assignment.pdf|}} {{:courses:ucuss17:excercises.pdf|}} |
|Structured prediction - MRF, CRF, Energy minimization| {{:courses:ucuss17:lectures_d2_1.pdf|}} |  |
^Learning for structured prediction^
|CNN+CRF stereo| {{:courses:ucuss17:lectures_d3_1a.pdf|}} |  |
|Structured SVM, cutting plane, localization methods| {{:courses:ucuss17:ssvm_cp.pdf|}} | {{:courses:ucuss17:ocr.pdf|}} |
|Facial Landmarks| {{:courses:ucuss17:ssvm_flandmark.pdf|}} | {{:courses:ucuss17:landmarks.pdf|}} |

===== Code and data for assignments =====
Will be also published on github

===== Logos =====

{{http://cs.ucu.edu.ua/images/NewLogoCS.png?0x80}}
{{http://cmp.felk.cvut.cz/~prittjam/img/kulatelogo.jpg?https://www.cvut.cz/en&0x80}} {{http://cmp.felk.cvut.cz/~prittjam/img/cmp80.jpg?http://cmp.felk.cvut.cz/&0x80}}