Module 06-30241 (2022)
Computer Vision and Imaging (Extended)
Level 4/M
Hamid Dehghani Hyung Jin Chang | Semester 2 | 20 credits |
Outline
Vision is one of the major senses that enables humans to act (and interact) in (ever)changing environments, and imaging is the means by which we record visual information in a form suitable for computational processing. Together, imaging and computer vision play an important role in a wide range of intelligent systems, from advanced microscopy techniques to autonomous vehicles. This module will focus on the fundamental computational principles that enable an array of picture elements, acquired by one of a multitude of imaging technologies, to be converted into structural and semantic entities necessary to understand the content of images and to accomplish various perceptual tasks. We will study the problems of image formation, low level image processing, object recognition, categorisation, segmentation, registration, stereo vision, motion analysis, tracking and active vision. The lectures will be accompanied by a series of exercises in which these computational models will be designed, implemented and tested in real-world scenarios.
Learning Outcomes
On successful completion of this module, the student should be able to:
- Understand the main computer vision and imaging methods and computational models
- Design, implement and test computer vision and imaging algorithms
- Know how to synthesise combinations of imaging and vision techniques to solve real-world problems
- The student should demonstrate the capacity to independently study, understand, and critically evaluate advanced materials or research articles in the subject areas covered by this module.
Pre-requisites
- 06-30175 - Data Structures & Algorithms
Cannot be taken with
- 06-25024 - Robot Vision
- 06-30213 - Computer Vision and Imaging
Assessment
- Main Assessments: 1.5 hour examination (50%) and continuous assessment (50%)
- Supplementary Assessments: 1.5 hour examination (100%)
Programmes containing this module
- MEng Computer Science/Software Engineering [4754]
- MEng Computer Science/Software Engineering with an Industrial Year [9501]
- MSc Advanced Computer Science [0014]
- MSc Artificial Intelligence and Machine Learning [475D]
- MSci Computer Science [4443]
- MSci Computer Science with an Industrial Year [9509]
- MSci Computer Science with Study Abroad [5576]
- MSci Mathematics and Computer Science [5197]
- MSci Mathematics and Computer Science with an Industrial Year [9496]