Topic 1 Three related sub-fields Image processing Computer vision Computer graphics
Topic 2 Digital Image Fundamentals Human visual system Brightness adaptation Brightness discrimination Weber ratio Mach band pattern Simultaneous contrast A simple image model Sampling and quantization Color models and Color imaging
Topic 3 – Part 1/3 Intensity Transform Intensity Transformations Contrast stretching Dynamic range compression Histogram processing Histogram equalization
Topic 3 – Part 2/3 Spatial Filtering Smoothing Filters Low-pass filters Media filters Sharpening Filters Basic high pass filters Derivative Filtering Recent advances in image filtering Bilateral filters
Topic 3 – Part 3/3 Image Transforms and Frequency Domain Processing Fourier Transform/Discrete Fourier transform Convolution theorem Sampling theorem Under-sampling and aliasing Filtering in the frequency domain Typical low/high-pass filters and their transfer function Spatial vs frequency domain filtering
Topic 4 Image Compression Fundamentals Coding redundancy Interpixel redundancy Psychovisual redundancy Fidelity criteria Error-Free Compression Variable length coding Huffman Coding Lossy Compression Quantization Transform coding Image compression standards
Topic 5 Edge Detection and Image Segmentation Detection of discontinuities Point detection Line detection Edge detection Simple global thresholding Region Splitting and Merging Region growing