The following semester courses are offered to AIDA Students (PhD students, Post-doc researchers, possibly qualified MSc students of AIDA Members).
AIDA Members are university partners of ICT48 Projects: AI4Media, HumanE AI Network, VISION.
Student eligibility: Primarily PhD students and Post-doc researchers of AIDA Members according to the rules of the Host AIDA Member offering the course. Qualified MSc students from AIDA Members can participate on availability basis.
Registration: Interested AIDA Students should contact the respective lecturer to register.
Special arrangements can be made with the lecturers to attend only part of these courses with or without ECTS credits.
Computer Vision
Description:
Image segmentation. Image texture. Image features. Image registration. Image search and retrieval. Image topology. 2D shape description and recognition. Moving images. Motion estimation. Object tracking. Video description. Video search and retrieval.
Institution: Aristotle University of Thessaloniki
Department: Department of Informatics
Full Course
ECTS: 5
Level: Undergraduate Course
Semester: Spring Semester
Duration: 13 weeks, Starts 22nd February 2021
Language: Greek/English
Participation Mode: 3 hours teleconference lecures on Mondays, teleconference/tele-exams/project
Participation Terms: Free of charge
Lecturer: I. Pitas, pitas@csd.auth.gr
Link to course: https://qa.auth.gr/en/class/1/600180123
Pattern recognition – Statistical learning
Description:
Clustering (unsupervised learning). Classification/recognition (supervised learning). Decision functions. Classification algorithms utilizing decision functions. Classification based on distance. Classification based on decision theory. Estimation of probability distribution parameters. Semi-supervised learning. Dimensionality reduction (Principal component analysis, Linear discriminant analysis). Graph-based pattern recognition (Analysis of similarity and web graphs, Spectral clustering). Fuzzy logic and pattern recognition. Gaussian Mixture Models. Bayesian networks. Programming assignments in Python, C/C++ and MATLAB.
Institution: Aristotle University of Thessaloniki
Department: Department of Informatics
Full Course
ECTS: 5
Level: Undergraduate Course
Semester: Spring Semester
Duration: 13 weeks, Starts 22nd February 2021
Language: Greek/English
Participation Mode: 2 hours teleconference lectures Mondays, teleconference/tele-exams/project
Participation Terms: Free of charge
Lecturer: I. Pitas, pitas@csd.auth.gr
Link to course: https://qa.auth.gr/en/class/1/600180311
Autonomous Systems Perception
Description:
Autonomous and intelligent systems. Visual and other sensors. Video basics, formats and digitization. Video processing. Motion estimation. Object tracking. Object detection. Object pose estimation. Simultaneous Localization And Mapping (SLAM). Face/person detection. Facial expression recognition. Activity recognition. Video streaming and compression. Video description. Video indexing and retrieval.
Institution: Aristotle University of Thessaloniki
Department: Department of Informatics
Full Course
ECTS: 7.5
Level: Graduate Course
Semester: Spring Semester
Duration: 13 weeks, Starts 22nd February 2021
Language: Greek/English
Participation Mode: 3 hours teleconference lectures Mondays, teleconference/tele-exams/project
Participation Terms: Free of charge
Lecturer: I. Pitas, pitas@csd.auth.gr
Link to course: https://qa.auth.gr/en/class/1/600183121
Fundamentals of Image Processing and Analysis
Description: Color representation, Geometric transformations, Point operations, Linear filtering, Non-linear filtering, Morphology, Unitary transforms
Institution: University “Politehnica” of Bucharest, Romania
Department:
Full Course
ECTS:
Level:
Semester: Fall Semester
Duration: 14 weeks
Language:
Participation Mode:
Participation Terms: Free of charge
Lecturer: Prof. Bogdan Ionescu, bogdan.ionescu@upb.ro
Link to course: