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![]() Lectures:
PDF Slides: Lectures on Image Processing (June 1, 2007) Lecture 01: Introduction to the Course (pdf) Lecture 02: Digital Image Processing with Matlab (pdf) Lecture 03: Point Processing of Images (pdf) Lecture 04: Color Perception (pdf) Lecture 05: Color Correction (pdf) Lecture 06: The Fourier Transform (1-D & 2-D) (pdf) Lecture 07: Spatial Filtering -- Image Convolution (pdf) Lecture 08: Spatial Filtering in the Frequency Domain (pdf) Lecture 09: Image Sharpening (pdf) Lecture 10: Pixelization and Quantization (pdf) Lecture 11: Image Sampling and Aliasing (pdf) Lecture 12: Image Resampling (pdf) Lecture 13: Image Rotation (pdf) Lecture 14: Image Noise Reduction: Uncorrelated Noise (pdf) Lecture 15: Image Noise Reduction: Correlated Noise (pdf) Lecture 16: Mathematical Morphology -- Median FIlters (pdf) Lecture 17: Mathematical Morphology -- Binary Images (pdf) Lecture 18: Mathematical Morphology -- Grayscale Images (pdf) Video Files Vector median of 3-D vectors (animation) Interactive Media Files Wagon Wheel Aliasing (animation) Other Files Lecture 01: Introduction to the Course (ppt) Lecture 02: Digital Image Processing with Matlab (ppt) Lecture 03: Point Processing of Images (ppt) Lecture 04: Color Perception (ppt) Lecture 05: Color Correction (ppt) Lecture 06: The Fourier Transform (1D & 2-D) (ppt) Lecture 07: Spatial Filtering -- Image Convolution (ppt) Lecture 08: Spatial FIltering in the Frequency Domain (ppt) Lecture 09: Image Sharpening (ppt) Lecture 10: Pixelization and Quantization (ppt) Lecture 11: Image Sampling and Aliasing (ppt) Lecture 12: Image Resampling (ppt) Lecture 13: Image Rotation (ppt) Lecture 14: Image Noise Reduction: Uncorrelated Noise (ppt) Lecture 15: Image Noise Reduction: Correlated Noise (ppt) Lecture 16: Mathematical Morphology -- Median FIlters (ppt) Lecture 17: Mathematical Morphology -- Binary Images (ppt) Lecture 18: Mathematical Morphology -- Grayscale Images (ppt) Lecture Notes in Digital Image Processing Lecture Notes: Lectures consist of lecture slides in pdf format and accompanying audio in realaudio format. Each slide has a button to activate the audio clip that presents that slide. You must download the audio clips and unzip to the same directory where you saved the pdf file to play the accompanying audio. Some examples and homeworks utilize matlab (you may also try octave). Lecture 1: [pdf lecture notes] [accompanying audio] [latex source] Outline: Image Formation Inside the Camera - Projection Inside the Camera - Sensitivity Sensitivity and Color Summary Digital Image Formation Sampling Quantization Summary (R,G,B) Parameterization of Full Color Images Grayscale Images Images as Matrices Homework I Outline: Summary of Lecture 1 Simple Processing - Transpose Simple Processing - Flip Vertical Simple Processing - Cropping Simple Image Statistics - Sample Mean and Sample Variance Simple Image Statistics - Histogram Point Processing Summary Homework Rules Homework II Outline: Summary of Lecture 2 Brief Note on Image Segmentation Histogram Based Image Segmentation Histogram Equalization Summary Homework III Outline: Summary of Lecture 3 Histogram Matching - Specification Quantization Summary Homework IV Outline: Summary of Lecture 4 Designing the Reproduction Levels for Given Thresholds MSQE Optimal Lloyd-Max Quantizer Systems Linear Systems Linear Shift Invariant (LSI) Systems Summary Homework V Outline: Summary of Lecture 5 Convolution and Linear Filtering The Fourier Transform of 2-D Sequences Fourier Transform Types Sampling and Aliasing Summary Homework VI Outline: Summary of Lecture 6 The Need for a ``Computable'' Fourier Transform The 2-D DFT for Finite Extent Sequences DFTs of Natural Images Importance of Low Frequencies Convolution by DFTs Summary Homework VII Outline: Summary of Lecture 7 2-D Low-Pass Filtering of Images 2-D High-Pass Filtering of Images 2-D Band-Pass Filtering of Images Sampling and Antialiasing Filters Noise Removal Summary Homework VIII Outline: Summary of Lecture 8 Fourier Transforms and Gibbs Phenomenon Images and Edges Edge Detection - Motivation Human Visual System and Mach Bands Summary Homework IX Outline: Summary of Lecture 9 ``Perceptual'' Image Processing Quantization and False Contours Image Halftoning Image Warping and Special Effects Median Filtering Oil Painting Homework X
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