Foto: Anna Logue

Image Processing

Contents

In this course, we teach the fundamentals of image processing, starting from the human visual system and the basics of digital image acquisition. The goal is to understand the technical and theoretical basis of image processing and to be able to implement basic algorithms in practice.

Time and Location

  • Monday, 10:15 to 11:45, remote zoom session, Start: 28.9.2019
  • Monday, 12:00 to 13:30, remote zoom session, Start: 5.10.2019

Final mark

  • Oral Exam

Participation

  • The course is open to students of the Master Business Informatics, Master Business Mathematics and Mannheim Master in Data Science (MMDS). 
  • The course is restricted to 30 participants.
  • Places are assigned on first come/first serve basis.
  • Students register for the course by email to me. If you have sent me an email and NOT received a personal reply, this means that I reserved sour seat!
  • Slides and Excercises

    • provided in ILIAS
  • Requirements

    • Basic programming skills in C++ are beneficial for the exercise.
    • Basics in linear algebra are beneficial for the lecture
  • Outline

    Week

    Topic

    28.09.2020

    General Remarks

    5.10.2020

    Human Visual System

    12.10.2020

    Basics of Imaging

    19.10.2020

    Noise and Basic Image Operations

    26.10.2020

    Edge Detection and Scale Pyramid Models

    02.11.2020

    Energy Minimization

    09.11.2020Variational Optimization
    16.11.2020Variational Optimization (2)
    23.11.2020Image Segmentation: Superpixel Methods and Level-Sets

    30.11.2020

    Motion and Optical Flow

    7.12.2020

    Stereo Vision and Structure from Motion

     End of the semester
      
      
  • Literature

  • Software

    • C++
    • Matlab