DEPARTMENT OF COMPUTER SCIENCE AND ENGINEERING

UNIVERSITY OF CALIFORNIA, SAN DIEGO

Course Description: Mathematical foundations of digital image processing. Linear and nonlinear filtering, sampling, Fourier and Wavelet transforms. Image analysis and computer vision. 4 units.

Prerequisites: Linear Algebra and Calculus.

The instructor is Serge Belongie, Assistant Professor. Office Hours: TuW 4-5pm, EBU3b 4118.

Note: when emailing me with questions about the class, please put ``cse166'' in the subject line or use the following address:

sjb+cse166 | cs.ucsd.edu |

Teaching Assistant:

Cameron Chrisman (Discussion Section: M 2-2:50pm, Peterson 104; Office Hours: TuTh 10:00am-11:00am, EBU3b B240A.)

E-mail: cchrisman+cse166 | cs.ucsd.edu |

Click here to access the GradeSource portal to track your progress and see course announcements.

The class section id for CSE 166 is #537718. Lecture: TuTh 11:00am-12:20pm, ~~Center Hall 222~~ HSS 1128A.

Topics to be Covered:

1. mathematical foundations2. discrete-time signals and systems

3. linear time-invariant systems

4. linear filtering

5. nonlinear filtering

6. lossless and lossy compression

7. pattern recognition

This course makes extensive use of Matlab. Click here for information on Matlab, including usage on UCSD instructional accounts, tutorials, and documentation.

Handouts:

- Homework #0 [html] (due Thurs. Sept. 29)
- Review Material [www]
- Homework Cover Sheet [pdf]
- Notes on Linear Shift Invariant (LSI) systems [pdf]
- Homework #1 [pdf] (due Thurs. Oct. 6)
- Homework #2 [pdf] (due Thurs. Oct. 13)
- Notes on the Convolution Theorem [pdf]
- Homework #3 [pdf] (due Thurs. Oct. 20)
- Optional supplementary reading on color vision (from S. Palmer,
*Vision Science*) [pdf] - Homework #4 [pdf] (due Thurs. Oct. 27)
- Midterm [pdf]
- Homework #5 [pdf] (due Tues. Nov. 15)
- Homework #6 [pdf] [coords.txt] (due Tues. Nov. 22)
- Homework #7 [pdf] (due Thurs. Dec. 1)
- optical flow handout [pdf]
- k-means handout [pdf]
- Final [pdf]

Links:

Required textbook:

Digital Image Processing, 2nd Edition Gonzalez & Woods Prentice Hall ISBN no. 0201180758 textbook website |

Digital Image Processing Using MATLAB by Gonzalez, Woods, and Eddins.Handy Math reference:

Fundamentals of Image Processing by Hany Farid

Digital Image Processing by Bernd Jähne

Fundamentals of Digital Image Processing by A.K. Jain

Digital Image Processing by W. K. Pratt

MathWorld

*Most recently updated on May 21, 2005 by Serge Belongie.*