Schedule (Semester A 2019/2020)

Topics of Image Processing

Put First Things First. ~ S. R. Covey


Week
Date
Topic
Notes
Reading
Submission
1 2 Sep
  • Course Overview
  • Review and Applications of Image Processing
Lecture01A
Lectore01B
Chapter 1
Installing Python and Anaconda
Python Programming Tutorial
-
2 9 Sep
  • The Human Visual System Perception
  • Image Acquisition and Sensors
Lecture02A
Lectore02B
code
Chapter 2
Python OpenCV Tutorial
Quick introduction to Jupyter Notebook
Understanding Images with skimage
-
3 16 Sep
  • Spatial Domain Image Enhancement
    • Pointwise Intensity Transformations
    • Spatial Filtering
Lecture03A
Lectore03B
code
Chapter 3
Scikit-Image Filtering Tutorial
Scikit-Image: Image Filtering
-
4 23 Sep
  • Frequency Domain Image Enhancement
    • 1D and 2D Fourier Transforms
    • Frequency Domain Filtering
Lecture04A
Lectore04B
code
Chapter 4
2D DFT
Image Filters in Python
-
5 30 Sep
  • Image Restoration and the Wiener Filter
  • Reconstruction from Parallel Projections
Lecture05A
Lectore05B
Chapter 5
Defocused and Blurred Images
skimage: Radon Tranfrom
Project Proposal
6 7 Oct
  • Chung Yeung Festival Holiday
- - -
7 14 Oct
  • Binary Morphological Image Processing
  • Morphological Algorithms and 
Grayscale Morphology
Lecture06A
Lectore06B
code
Chapter 9
Morphological Filtering
Label image regions
Assignment 1
8 21 Oct
  • Image Segmentation
    • Edge Detection
    • Thresholding and other algorithms
Lecture07A
Lectore07B
Chapter 10
Edge Operators
Canny Edge Detection
9 28 Oct
  • Image Coding
    • Lossless Image Compression
    • Lossy Image Compression
Lecture08A
Lectore08B
Chapter 8 -
10 4 Nov
  • Mid-Term Exam
Suggested Solution - -
11 15 Nov
  • Deep Learning using TensorFlow and Keras
  • Face Recognition
Lecture09A
Lecture09B
Review Exercises
Chapter 13
Keras Tutorial
Face recognition system
Assignment 2
12 18 Nov
  • Project Presentation I
Group Project - -
13 25 Nov
  • Project Presentation II
Group Project - -
14 2 Dec
  • Course Project Report Submission
Project Report - Final Report