Courses / Module

IMAGE AND OPTICAL PROCESSING

Module code: CS356
Credits: 5
Semester: 1
Department: COMPUTER SCIENCE
International:

	Overview
	Introduction to image processing; physical considerations (transfer functions, dynamic range, sampling, noise); two-dimensional transforms (e.g. the Fourier transform) and their properties; convolution; object recognition; deep learning convolutional neural networks for object recognition and segmentation; optical image processing; optical computing; three-dimensional image processing using digital holograms.

Overview

Introduction to image processing; physical considerations (transfer functions, dynamic range, sampling, noise); two-dimensional transforms (e.g. the Fourier transform) and their properties; convolution; object recognition; deep learning convolutional neural networks for object recognition and segmentation; optical image processing; optical computing; three-dimensional image processing using digital holograms.

	Learning Outcomes
	On successful completion of the module, students should be able to: Discuss applications of image processing in academia and industry Explain the limits of image processing on poor quality data Verify Fourier transform theorems using a high-level programming language Design and implement a convolution filter for a given task Design, implement, and train a convolutional neural network for an image processing task Simulate optical image processing and optical computing architectures Analyse the three-dimensional display limits of an arbitrary three-dimensional display Implement various image processing tasks on three-dimensional objects encoded in digital holograms

Learning Outcomes

Teaching & Learning methods

Assessment

	Autumn Supplementals/Resits
	Are supplemental/resit registrations permitted? Yes University scheduled written examination (Autumn): 120 minutes, On-campus

	Additional Reading
	Digital Image Processing, Global Edition Paperback – 26 Oct 2017 by Rafael C. Gonzalez (Author), Richard E. Woods Publisher: Pearson; 4 edition (26 Oct. 2017) ISBN-10: 1292223049 ISBN-13: 978-1292223049

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Courses / Module

IMAGE AND OPTICAL PROCESSING

Semester 1

Semester 2