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Vision Algorithms for Mobile Robotics
Last Updated: 2026-02-05 15:35:19
Abstract
For a robot to be autonomous, it has to perceive and understand the world around it. This course introduces you to the key computer vision algorithms used in mobile robotics, such as feature extraction, structure from motion, dense reconstruction, tracking, image retrieval, event-based vision, and visual-inertial odometry (the algorithms behind Hololens, Oculus Quest, and the NASA Mars rovers).
Objective
Learn the fundamental computer vision algorithms used in mobile robotics, in particular: filtering, feature extraction, structure from motion, multiple view geometry, dense reconstruction, tracking, image retrieval, event-based vision, and visual-inertial odometry and Simultaneous Localization And Mapping (SLAM) (the algorithms behind Hololens, Facebook-Oculus Quest, and the NASA Mars rovers).
Content
Each lecture will be followed by a lab session where you will learn to implement a building block of a visual odometry algorithm in Matlab. By the end of the course, you will integrate all these building blocks into a working visual odometry algorithm.
Resources
Lecture Notes
Lecture slides will be made available on the course official website:http://rpg.ifi.uzh.ch/teaching.html
Literature
[1] Computer Vision: Algorithms and Applications, by Richard Szeliski, Springer, 2010. [2] Robotics Vision and Control: Fundamental Algorithms, by Peter Corke 2011. [3] An Invitation to 3D Vision, by Y. Ma, S. Soatto, J. Kosecka, S.S. Sastry. [4] Multiple view Geometry, by R. Hartley and A. Zisserman. [5] Introduction to autonomous mobile robots 2nd Edition, by R. Siegwart, I.R. Nourbakhsh, and D. Scaramuzza, February, 2011
Learning Materials (Links)
General Information
- Language
- English
- Levels
- MSC
- Frequency
- Yearly recurring
Examination
- Type
- session examination
- Mode
- oral 30 minutes
Registration & Places
- Max Places
- 55
Course Components
| Type | Title | Time & Place | Hours |
|---|---|---|---|
| lecture |
Vision Algorithms for Mobile Robotics
The lecturers will communicate the exact lesson times of ONLINE courses
**together with University of Zurich**
|
|
2 h weekly |
| exercise |
Vision Algorithms for Mobile Robotics
The lecturers will communicate the exact lesson times of ONLINE courses.
**together with University of Zurich**
|
|
2 h weekly |
Offered In
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Robotics, Systems and Control (The courses listed in this category “Core Courses” are recommended. Alternative courses can be chosen in agreement with the tutor.)
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