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Correspondence Problems in Computer Vision (auf Englisch)
Typ: Hauptstudium / Vertiefungslinie
Semester: SS 2015
Umfang: 2V+2Ü
Studiengang: Master Informatik, Master Softwaretechnik, Diplom Softwaretechnik, Diplom Informatik
Dozent: Prof. Dr.-Ing. Andrés Bruhn
Beschreibung:

Correspondence problems are a central topic in computer vision. The basic task amounts to identifying and matching corresponding features in different images or views of the same scene. Typical examples for correspondence problems are (i) the estimation of motion information from consecutive frames of an image sequence (optic flow), (ii) the reconstruction of a 3-D scene from a stereo image pair, (iii) the registration of medical image data from different image acquisition devices (e.g. CT and MRT), and (iv) the analysis of the motion of fluid flows. The central part of this lecture is concerned with discussing the most important types of correspondence problems together with suitable models and algorithms for solving them.

This class requires undergraduate knowledge in mathematics ("e.g. Mathematik für Informatiker und Softwaretechniker"). Knowledge in image processing or computer vision is useful as well. Also basic knowledge in artificial intelligence can be helpful. The lectures will be given in English.

This class is particularly suited for those students who wish to pursue a diploma or master thesis in the CVIS group in the field of computer vision.

 

NEWS:

  • The first lecture starts Thursday, 16.04.2015, 15:45 in Seminar Room 0.108.
  • There will be no lecture/assignment on Friday, 26.06.2015.

 

Course Material:

All course material (lecture notes, assignments, code, example solutions) are available in the ILIAS system.

 

Lectures

X • Lecture 01 X (16.04.2015) X Introduction, Overview
  • Lecture 02   (17.04.2015)   Block Matching, Correlation Methods, Interest Points
  • Lecture 03   (23.04.2015)   Optic Flow I: Local Differential Methods, Parametrisation Models
  • Assignment 01   (24.04.2015)   Programming
  • Assignment 02   (30.04.2015)   Theory
  • No Lecture   (01.05.2015)   Public Holiday: Labour Day
  • Lecture 04   (07.05.2015)   Optic Flow II: Global Differential Methods, Horn and Schunck
  • Assignment 03   (08.05.2015)   Programming
  • No Lecture   (14.05.2015)   Public Holiday: Ascension
  • Lecture 05   (15.05.2015)   Optic Flow III: Advanced Constancy Assumptions, Large Motion
  • Lecture 06   (21.05.2015)   Optic Flow IV: Advanced Data and Smoothness Terms
  • Assignment 04   (22.05.2015)   Theory
  • No Lecture   (28.05.2015)   Pentacoste Holidays
  • No Lecture   (29.05.2015)   Pentacoste Holidays
  • No Lecture   (04.06.2015)   Public Holiday: Corpus Christi
  • Assignment 05   (05.06.2015)   Programming
  • Lecture 07   (11.06.2015)   Optic Flow V: High Accuracy Methods
  • Assignment 06   (12.06.2015)   Theory
  • Lecture 08   (18.06.2015)   Optic Flow VI: Advanced Numerics
  • Assignment 07   (19.06.2015)   Programming
  • Lecture 09   (25.06.2015)   Stereo Matching I: Projective and Epipolar Geometry
  • No Lecture   (26.06.2015)   cancelled
  • Lecture 10   (02.07.2015)   Stereo Matching II: Estimation of the Fundamental Matrix
  • Assignment 08   (03.07.2015)   Theory
  • Lecture 11   (09.07.2015)   Optic Flow + Stereo: Scene Flow Estimation
  • Assignment 09   (10.07.2015)   Programming
  • Lecture 12   (16.07.2015)    Medical Image Registration
  • Assignment 10   (17.07.2015)   Theory
  • Lecture 13   (23.07.2015)   Particle Image Velocimetry
  • Assignment 11   (24.07.2015)   Programming

 

Assignments

 X • Assignment 01   (issued 20.04.2015, tutorial 24.04.2015)  
  • Assignment 02   (issued 27.04.2015, tutorial 30.04.2015)  
  • Assignment 03   (issued 04.05.2015, tutorial 08.05.2015)  
  • Assignment 04   (issued 18.05.2015, tutorial 21.05.2015)  
  • Assignment 05   (issued 01.06.2015, tutorial 05.06.2015)  
  • Assignment 06   (issued 08.06.2015, tutorial 12.06.2015)  
  • Assignment 07   (issued 15.06.2015, tutorial 19.06.2015)  
  • Assignment 08   (issued 29.06.2015, tutorial 03.07.2015)  
  • Assignment 09   (issued 06.07.2015, tutorial 10.07.2015)  
  • Assignment 10   (issued 13.07.2015, tutorial 17.07.2015)  
  • Assignment 11   (issued 20.07.2015, tutorial 24.07.2015)  

  

Bilder:
Internet-Seite:
Termine: Donnerstag, 15:45 - 17:15 Uhr in 0.108
Übungen: Freitag, 11:30 - 13:00 Uhr in 0.363
Tutor: Michael Stoll M.Sc. M.Sc. B.Sc.
Dipl.-Math. Sebastian Volz

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