4020180142 Basics of image processing and image analysis
Digital- & Präsenz-basierter Kurs
- Unterrichtssprache
- DE
- Lern- und Qualifikationsziele
- The aim is to acquaint students with the different methods available for image processing and analysis, and to give them hands-on experience in applying the theoretical concepts of the course on real-life applications in a programming project.
- Voraussetzungen
- Prerequisites are knowledge of undergraduate level of algebra, calculus and preferably Fourier transforms and statistics. Some experience in computer programming is helpful. However the necessary tools will also be taught during the exercises.
- Gliederung / Themen / Inhalte
- This lecture teaches basic image processing and data analysis. During the practica we will work on programing projects that implement concepts from the theory lessons.
This is the content:
First the basics of image formation are introduced, and this will give the student a sound basis for learning about such things as:
- Nyquist sample criterion
- Linear and non-linear filters
- Background removal
- Noise statistics
- Interpolation
- ...
Then an extensive introduction to tomography follows:
- Radon transform
- Algebraic reconstruction techniques
- Reconstruction artifacts
- ...
Then it is time for processing of hyperspectral data, with a focus on principal component analysis.
Time permitting, there'll be an introduction to statistical experimental design towards the end.
- Zugeordnete Module
-
P25.5
P35.3
- Umfang, Studienpunkte; Modulabschlussprüfung / Leistungsnachweis
- 4 SWS, 6 SP/ECTS (Arbeitsanteil im Modul für diese Lehrveranstaltung, nicht verbindlich)
The evaluation happens through five short programming tasks that between them span the entirety of the course. Each task is approximately 100 lines of code, with an accompanying report of 2 to 5 pages. Each task accounts for 20% of the total points, and this total then determines the final grade.
- Sonstiges
- Die LV findet im Sommersemester 2018 nicht statt.
- Ansprechpartner
- W. Van den Broek, Newtonstrasse 15, 3'307