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Instructor:
Prof. Sinisa Todorovic sinisa at eecs oregonstate edu 2107 Kelley Engineering Center Classes: MWF 3-3:50pm, STAG 329 Office hours: Tue 1-2pm, or by appointment
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| LECTURE NOTES: |
| Date | Topics and Recommended Literature | Notes |
| 09/28 | Canceled! |
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| 09/30 | Canceled! |
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| 10/02 | Canceled! |
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| 10/05 | Introduction:
Administrative stuff; What is digital image processing; Overview of
fundamental
problems and popular applications (Textbook: 1); Course overview; Image
acquisition
and representation (Textbook: 2.3, 2.4.2); |
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| 10/07 | Image
sampling and quantization (Textbook: 2.4); Image
interpolation
(Textbook: 2.4.4); Basic
spatial
relationships between pixels (Textbook: 2.5); Spatial operations on
images (Textbook: 2.6.5); Matlab tutorial; Homework
1 |
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| 10/09 | Intensity
transformations (Textbook: 3.2); |
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| 10/12 | Homework
1 due; Histogram equalization (Textbook:
3.3.1); Histogram
specification (Textbook: 3.3.2); Spatial
convolution and correlation (Textbook: 3.4.2); Homework
2 |
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| 10/14 |
Smoothing and sharpening spatial filters (Textbook: 3.5); Review of probability and statistics (by R. Gonzalez and R. Woods); Probability review (by R. Berry); Matlab tutorial | |
| 10/16 | Review
of the Fourier Transform and Discrete Fourier Transform of functions of
one continuous variable (Textbook: 4.2-4.4); |
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| 10/19 |
Homework 2 due; Review of the Fourier Transform and Discrete Fourier Transform; Homework 3 | |
| 10/21 | 2D
Continuous Fourier
Transform (Textbook: 4.5); 2D
Discrete Fourier Transform (Textbook: 4.6); Frequency-domain
image filtering (Textbook: 4.7); |
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| 10/23 | Image
smoothing and sharpening in the
frequency
domain, unsharp masking (Textbook: 4.8, 4.9) |
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| 10/26 | Homework 3 due; Preparation for Exam 1; Homework 4 | |
| 10/28 | Exam
1 |
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| 10/30 | Review of Exam 1; Image restoration (Textbook: 5.1); | |
| 11/02 | Homework 4 due; Noise models (Textbook: 5.2); Restoration by spatial filtering (Textbook: 5.3); Homework 5 | |
| 11/04 |
Noise reduction by frequency-domain filtering (Textbook: 5.4); | |
| 11/06 |
Image
reconstruction from projections (Textbook: 5.11); Radon transfrom
(Textbook: 5.11.3) |
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| 11/09 |
Homework 5 due; Fourier-slice theorem (Textbook: 5.11.4); Homework 6 | |
| 11/11 |
Multiresolution image processing (Textbook: 7.1); Image pyramids (Textbook: 7.1.1); | |
| 11/13 | Sub-band decomposition (Textbook: 7.1.2); Haar transform (Textbook: 7.1.3); | |
| 11/16 | Homework 6 due; Preparation for Exam 2; | |
| 11/18 | Exam 2 | |
| 11/20 | Exam
2 review |
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| 11/23 | Multiresolution expansions (Textbook: 7.2); Wavelet functions (Textbook: 7.2.3); Homework 7 | |
| 11/25 | Wavelet transform in 1D (Textbook: 7.3); | |
| 11/27 | Discrete Wavelet Transform (Textbook: 7.3.2); | |
| 11/30 | Homework 7 due; 2D Wavelet transform (Textbook: 7.5); | |
| 12/02 | Color models (Textbook: 6.2); Color transformations (Textbook: 6.5) | |
| 12/04 | Preparation for the final exam | |
| 12/07 | Final
exam 12-1:40pm |