Lecture Notes

Biomedical Signal and Image Processing

PDF files:

Lecture 1. Signals and mathematical models (197 K)
Lecture 2 Digital representation of signals (178 K)
Lecture 3 Signal discretization by sampling (776 K)
Lecture 4 Element-wise quantization (534K)
Lecture 5 Principles of signal and image coding (565K)
Lecture 6 Signal transformations and their discrete representation. Digital filters (152 K)
Lecture 7 Discrete representations of Fourier Transform (690 K)
Lecture 8 Applications of DFT and SDFTs  (640 K) 
Lecture 9 Principles of signal parameter estimation (818 K)
Lecture 10 Signal reconstruction and enhancement: linear filters (1187 K)
Lecture 11Signal/image restoration: nonlinear filters (1417 K)
Lecture 12 Correlational averaging as a method for signal restoration (170 K)
Lecture 13 Ultrasound image processing for quantitative analysis of fetal movement (1.200 K)

Test signals and images for exercises (Zip-file, 489 Kb)

 

Fundamentals of Image Processing

PDF files:
Introduction
Lecture 1. Imaging devices (3 Mb)
Lecture 2. Elements of the theory of 2D signal processing (50 Kb)
Lecture 3. Signal transformations and mathematical models of imaging systems (69 Kb)
Lecture 4. Principles of signal digitization. Signal sampling (800 Kb) 
Lecture 5. Image quantization (490 Kb)
Lecture 6. Principles of image coding (314 Kb)
Lecture 7. Digital representation of signal transformations (716 Kb)
                                                                Properties of DFT (66 KB)
Lecture 8. Orthogonal Transforms in Digital Image Processing (450 Kb)

Exercise 1. Introduction to Matlab.  (105 Kb)
Exercise 2.  Signal sampling (Zip-file, 489 Kb)
Exercise 3.  Image quantization  (Zip-file, 489 Kb)
Exercise 4.  Image coding  (Zip-file, 489 Kb)
Exercise 5.  Digital convolution  (Zip-file, 489 Kb); Digital convolution demo  (Ppt file 225 KB)
Exercise 6.  Discrete Fourier Transforms  (Zip-file, 489 Kb)

 

Digital Image Processing: Applications

PDF files:

Lecture i. Introduction (825 K)
Lecture 1. Principles of Image digitization (251 K)
Lecture 2. Signal Discretization (1.637 K)
Lecture 3. Element-wise Quantization (1.147K)
Lecture 4. Principles of Image Coding (603 K)
Lecture 5. Signal Transformations (399 KB)
Lecture 6. Discrete Representation of Signal Transformations (394 KB)
Lecture 7. Methods of Image Filtering in Signal and Transform Domain (285 KB)
Lecture 8. Statistical Image and Noise models (1232 K)
Lecture 9. Image Parameter Estimation and Recognition (274 K)
Lecture 10. Target Location in Clutter (523 K)
Lecture 11. Image Restoration and Enhancement (Linear Filters) (804 K)
Lecture 12. Image Restoration, Enhancement and Segmentation (Rank Filters) (455 K)
Lecture 13. Image Calibration and Enhancement (900 K)
Lecture 14. Efficient Algorithms and Computational Complexity (44 K)

Intermediate Exam

Advanced Image Processing Lab.:
Tutorial, EUSIPCO2000, Tampere, Finland, Sept. 2000

PDF files:

Lecture 1. Signal Fast Sinc-interpolation (1430 K)
Lecture 2. Statistical Noise models and Diagnostics (344 K)
Lecture 3. Image Restoration, Enhancement and Segmentation: Linear Filters (848 K)
Lecture 4. Image Restoration, Enhancement and Segmentation: Nonlinear Filters (617K)
Lecture 5. Image Parameter Estimation (374 K)
Lecture 6. Target Location in Clutter (246 K)

From Photography to *-Graphies: Unconventional Imaging Techniques,
Tampere University of Technology, Finland, Sept.3 - 14, 2001

PDF files:

Lecture 1. Evolution of Imaging: Direct Image Plane Imaging (3609 K)
Lecture 2. Evolution of Imaging: Transform Imaging (1676 K)
Lecture 3. Principles of Fourier Optics (300 K)
Lecture 4. Principles of Reconstructive Tomography (480 K)
Lecture 5. Discrete Representation of Imaging Transforms (405 K)
Lecture 6. Sinc-interpolation in Digital Imaging (1600 K)
Lecture 7. Speckle Noise in Coherent Imaging Systems (1300 K)
Lecture 8. Methods and Means for Recording Computer Generated Holograms (550 K)


Holography and Microscopy
Tampere University of Technology, Finland, Sept. 19, 2002 (PDF-file, 1.5 Mb)



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