《Digital Image Processing》Course Syllabus
Course | Digital Image Processing |
Instructor | Dr. Zhao Pei, Prof. Miao Ma | Course Type | Research Direction Course |
Prerequisite courses | Digital Signal Processing, C++ and Matlab | Subject | Computer Science |
Learning Method | Lectures, Discussions and Projects |
Semester | 1st semester | Hours | 40 | Credits | 2 |
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1. Objective & Requirement
Today, digital images are all around us by exploding on the internet. Thus, Digital image processing becomes an important research area covered by theoretical knowledge about the methods of still image and video manipulation. In this course, we will introduce the student to analytical tools and methods which are currently used in digital image processing as applied to image information for human viewing. The course will cover a series of basic image-processing problems including enhancement, segmentation, and etc..Students will gain understanding of algorithm design, mathematical tools, and practical implementations of various digital image applications.
2. Primary coverage
This is an introductory course presents the fundamentals of digital signal processing in processing grey-scale and color images. Simply put, digital image processing covers principles for processing 2-d signals is the study of any algorithm that takes an image as input and produces an image as output.
Topics include: Introduction and organization, physics of vision, resolution, impulse response, Linear systems, matrix transformations, scaling, translation and rotations, Contrast and grey levels, histograms, Gaussian and other non-linear stretches, edge and line detector, fourier transforms and filtering of image data, mathematical morphology, and etc.
3. Textbooks
R.C. Gonzalez and R.E. Woods: "Digital Image Processing" Prentice Hall, 3rd edition , 2008.
Gonzalez, Woods, and Eddins:"Digital Image Processing Using MATLAB (DIPUM) " Prentice Hall, 2004.
4. References
Digital Image Processing and Analysis, 2nd Edition , Scott E Umbaugh, The CRC Press, Boca Raton, FL, January 2011
Computer Imaging: Digital Image Analysis and Processing , Scott E Umbaugh, The CRC Press, Boca Raton, FL, January 2005
Computer Vision - D.H.Ballard & C.M.Brown
Digital Image Processing - W. K. Pratt
Fundamentals of Digital Image Processing - A.K. Jain
Digital Picture Processing - A. Rosenfeld and A.C. Kak
5. Course Evaluation (Tentative)
Class participation 20%
Lab reports 30%
Final project 50%