Spring 2015 - ENSC 474 D100
Digital/Medical Image Processing (4)
Class Number: 4548
Delivery Method: In Person
Course Times + Location:
Mo 12:30 PM – 2:20 PM
SECB 1010, Burnaby
We 12:30 PM – 1:20 PM
SECB 1013, Burnaby
Exam Times + Location:
Apr 25, 2015
8:30 AM – 11:30 AM
SSCC 9000, Burnaby
Prerequisites:CMPT 128, 225 (or permission of the instructor), and ENSC 380.
Develops signal processing techniques of wide applicability, presented inthe context of processing and analysis of digital images, in particular 2D and3D biomedical images. Covers acquisition, formation and representation of digital images, filtering, enhancement and restoration in both spatial and frequency domains, image segmentation, image registration, and discrete image transforms. Students with credit for ENSC 460/895-Digital Image Processing and Analysis cannot take this course for further credit.
1. Digital 3D Image representation and file formats – sampling and quantization, interpolation, storage formats, concepts in digital connectivity.
2. Filtering, Noise removal and Image Enhancement techniques – Spatial domain filtering via convolution masks, Fourier domain filtering via design of frequency domain filters, image enhancement, restoration and constrained filtering, morphological filters.
3. Registration of Medical images – landmark and image registration using low dimensional and high dimensional transformations.
4. Segmentation of Medical images – overview of the main concepts in segmentation via region growing, clustering, Level set methods, deformable curves/surfaces.
5. Representing images/anatomical shapes - Fourier descriptors, statistical/shape moments, principal components.
- Final Exam 30%
- Homework 50%
- Final Project 20%
A+[95-100), A[90-95), A-[85-90), B+[80-85), B[70-80), B-[65-70), C[50-65), F(<=49)
Assignments are to be electronically submitted on WebCT. Normally, there will be an assignment every Friday and will be due in one week. The final project is to be completed individually. Late assignments are marked to zero.
There is no makeup exam so please make sure you will attend the exam.
Digital Image Processing, Third Edition
Authors: Rafael Gonzalez and Richard Woods
Digital Image Processing using MATLAB
Authors: Gonzalez, Woods and Eddins
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