EE225B, Spring 2008
Digital Image Processing
Wed. and Fri.: 9:30 - 11:00 am
203 McLaughlin
NOTE: The location has been changed to 400 Cory Hall (Hughes Room). Effective Jan 25th.
Prerequisite: EE120
Required Text:
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R. C. Gonzalez and R. E. Woods, Digital Image Processing, Addison-Wesley, second edition, 2002.
Webcast:
EE225B, Spring 2007
Course Details:
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Lecturer:
Professor Avideh Zakhor
avz@eecs.berkeley.edu
507 Cory Hall
Phone: (510) 643-6777
Office Hours:
Friday, 11:00-12:00 pm, 507 Cory Hall
Teaching Assistant:
Hao Zhang
zhanghao@berkeley.edu
Office Hours:
Tuesday, 4:00 - 5:00 pm, 382 Cory Hall
Thursday, 3:00 - 4:00 pm, 382 Cory Hall
Course Reader:
Rodney Rodriquez
rodny@eecs.berkeley.edu
Course Assistant:
Rosita Alvarez-Croft
(510) 643-4976
rosita@eecs.berkeley.edu
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Course handouts:
Handouts not picked up during lectures can be found with the course assistant.
Recommended Texts:
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J. S. Lim, Two-Dimensional Signal and Image Processing, Prentice Hall, 1990.
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Bovik, Handbook of Image and Video Processing, Academic Press 2000.
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N. Netravali and Barry G. Haskell, Digital Pictures, Plenum Press, 1988.
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W. K. Pratt, Digital Image Processing, John Wiley and Sons, 1992.
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M. Tekalp, Digital Video Processing, Prentice Hall, 1995.
Other useful references:
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D. E. Dudgeon and R. M. Mersereau, Multi-Dimensional Digital Signal Processing, Prentice Hall, 1984.
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V. Oppenheim and R. W. Schafer, Digital Signal Processing, Prentice-Hall, 1975.
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T. S. Huang, editor, Two-Dimensional Digital Signal Processing, Topics in Applied Physics, vol. 42 and vol. 43, Springer-Verlag, 1981.
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S. K. Mitra and M. P. Ekstrom, editors, Two-Dimensional Digital Signal Processing, Dowden, Hutchison, and Ross, 1978.
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R. C. Gonzalez and P. Wintz, Digital Image Processing, Addison-Wesley, 1979.
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H. C. Andrews and B. R. Hunt, Digital Image Restoration, Prentice-Hall, 1977.
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H. C. Andrews, Tutorial and Selected Papers in Digital Image Processing, IEEE Press, 1978.
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W. F. Schrieber, Fundamentals of Electronic Imaging Systems, Springer-Verlag, 1986.
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K. Jain, Fundamentals of Digital Image Processing, Prentice Hall, 1989.
Outline of Topics:
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Image reconstruction from partial information
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Two-dimensional (2-D) Fourier transform and z-transform;
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2-D DFT and FFT, FIR and IIR filter design and implementation.
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Basics of Image Processing techniques and perception;
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Image and video enhancement
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Image and video restoration
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Reconstruction from multiple images
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Image and video analysis: Image Representation and models; image and video classfication and segmentation; edge and boundary detection in images
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Image compression and coding
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Video compression
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Image and Video Communication, storage and retreival
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Image and video rendering and assessment
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Image and video Acquisition
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Applications of image processing: Synthetic Aperture Radar, computed tomography, cardiac image processing, finger print classfication, human face recognition.
Homework:
Homework will be issued approximately once every one or two weeks. They will either consist of written assignments, Matlab assignments or C programming assignments. Homework will be graded, and will contribute 50% to the final grade. Homework handed in late will not be accepted unless consent is obtained from the teaching staff prior to the due date. There will be a project that will constitute 50% of your grade. The project can be individual or in a group. You are to submit a proposal to the instructor by the end of February. More details on the project will be provided later, and a list of suggested topics will be provided.
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Welcome to EE225B
- Friday, Jan 25th's class will be held in 400 Cory (Hughes Room).
- Jan. 28, 2008
Please see the "Handouts" section below for information on the class project.
- Feb.1, 2008
Due to an emergency, Class and Office Hours have been cancelled for today.
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Feb. 5, 2008
Internship Opportunities at Philips Research
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Feb. 15, 2008
Project proposals are due on Friday, March 7th.
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Mar. 4, 2008
Hao has changed his office hours on Thursday from 4:00 - 5:00 pm to 3:00 - 4:00 pm. The location is still 382 Cory Hall.
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Mar. 20, 2008
Additional course material has been posted in the "Handouts" section.
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- Lecture 1: Introduction
Jan. 23, 2008
- Lecture 2: Systems and
Differences Between One and Multi Dimensional Signal Processing
Jan. 25, 2008
- Lecture 3: Fourier Transform Continued
Jan. 30, 2008
- Class Cancelled
Feb. 1, 2008
- Lecture 4: Perspectives in Distributed Source Coding
Feb. 6, 2008
- Lecture 5: Compressed Sensing Meets Machine Learning - Part I
Feb. 8, 2008
- Lecture 6: Compressed Sensing Meets Machine Learning - Part II
Feb. 13, 2008
- Lecture 7:
Tomography
Feb. 15, 2008
- Lecture 8:
Reconstruction of 2-D Signals from Partial Fourier Information
Feb. 20, 2008
- Lecture 9:
Detour into Numerical Analysis
Feb. 22, 2008
- Lecture 10:
Reconstruction of Single and Multidimensional Signals from Level Crossings
Feb. 27, 2008
- Lecture 11:
DFT Computation
Feb. 29, 2008
- Lecture 12:
Filter Specs.
March 5, 2008
- Lecture 13:
2D FIR Filter Design Using Transformation
March 7, 2008
- Lecture 14:
Light as Electromagnetic Wave
March 14, 2008
- Lecture 15:
Image Enhancement
March 19, 2008
- Lecture 16:
Mathematical Aspects/Derivation of Histogram Equalization
March 21, 2008
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Spring Break, March 24-28, 2008
- Lecture 17:
Local Enhancements Using Local Histogram Analysis
April 2, 2008
- Lecture 18:
Image Enhancement
April 4, 2008
- Lecture 19:
Image Restoration
April 9, 2008
- Lecture 20:
Image restoration (cont.)
April 11, 2008
- Lecture 21:
Weiner Filtering
April 16, 2008
- Lecture 22:
Image Restoration (cont.)
April 18, 2008
- Lecture 23:
Objectives of Image Coding
April 23, 2008
- Lecture 24:
Objectives of Image Coding (cont.)
April 25, 2008
- Lecture 24:
Methods of Bit Assignment
April 30, 2008
- Lecture 25:
Transform Image Coding
May 2, 2008
- Lecture 26:
Pyramid Coding and Subband Coding and
Lossy Image Compression by Dr. Zhu Liu
May 7, 2008
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Homework 1 -
Problems 1.28, 1.30, 1.33 and 1.34 from J. Lim's book.
(Due in class Wed. Feb. 27, 2008)
(You can get J. Lim's book from the library; it is on 2 hour reserve.)
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Tomography - Lab: You will need this file:
[Pyramid.bmp] (Due in class Fri., Mar. 7, 2008)
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Reconstruction - Lab: Phase-only image reconstruction
(Due in class Fri., Mar. 14, 2008).
You will need these files: [Phase.dat,
Magnitude.dat,
Test.bmp,
Figure 1.30 from J. Lim's Book]
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Homework 4 - Lab: 2D - FIR Filter Design
(Due in class Fri. March 21, 2008)
[Turtle.bmp,
Homework 4 Problems]
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Homework 5 - Lab: Image Enhancement
(Due in class Fri. April 11, 2008)
You will also need this file:
[Berkeley.jpg]
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Homework 6 - Lab: Image Restoration
(Due in class Fri. April 25, 2008)
You will also need these files:
[NoisyImg.bmp,
NoisyBlur.bmp].
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