ECSE 4540 - Introduction to Digital Image Processing (Spring 2015, Rensselaer Polytechnic Institute) | Electronics and Electrical Engineering

ECSE 4540 - Introduction to Digital Image Processing

ECSE 4540 - Introduction to Digital Image Processing (Spring 2015, Rensselaer Polytechnic Institute). Instructor: Professor Richard Radke. This course provides an introduction to the field of image processing, covering both analytical and implementation aspects. Topics include the human visual system, cameras and image formation, image sampling and quantization, spatial- and frequency-domain image enhancement, filter design, image restoration, image coding and compression, morphological image processing, color image processing, image segmentation, and image reconstruction. Real-world examples and assignments drawn from consumer digital imaging, security and surveillance, and medical image processing.

Image: ECSE 4540: Digital Image Processing

Lecture 01 - Digital Image Modalities and Processing

Lecture 02 - The Human Visual System, Perception, and Color

Lecture 03 - Image Acquisition and Sensing

Lecture 04 - Histograms and Point Operations

Lecture 05 - Geometric Operations

Lecture 06 - Spatial Filters

Lecture 07 - The 2D Discrete Fourier Transform

Lecture 08 - Frequency Domain Filtering; Sampling and Aliasing

Lecture 09 - Unitary Image Transforms

Lecture 10 - Edge Detection

Lecture 11 - Edge Linking and Line Detection

Lecture 12 - Thresholding

Lecture 13 - Morphological Image Processing

Lecture 14 - Object and Feature Detection

Lecture 15 - Lossless Image Coding

Lecture 16 - Lossy Image Compression

Lecture 17 - Image Restoration and the Wiener Filter

Lecture 18 - Reconstruction from Parallel Projections and the Radon Transform

Lecture 19 - Fan-beam Reconstruction

Lecture 20 - Dithering and Halftoning

Lecture 21 - Digital Watermarking

Lecture 22 - Image Blending

Lecture 23 - Photomontage and Inpainting

Lecture 24 - Image Retargeting

Lecture 25 - Active Shape Models

References

Introduction to Image Processing, Spring 2015
Instructor: Richard Radke. These lectures were recorded from Spring 2015's offering of ECSE-4540 at Rensselaer Polytechnic Institute. They loosely accompany Digital Image Processing (3rd Edition), by Gonzalez and Woods published by Prentice Hall in 2007.