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Description
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.
Course Curriculum
- Lecture 01 – Digital Image Modalities and Processing Unlimited
- Lecture 02 – The Human Visual System, Perception, and Color Unlimited
- Lecture 03 – Image Acquisition and Sensing Unlimited
- Lecture 04 – Histograms and Point Operations Unlimited
- Lecture 05 – Geometric Operations Unlimited
- Lecture 06 – Spatial Filters Unlimited
- Lecture 07 – The 2D Discrete Fourier Transform Unlimited
- Lecture 08 – Frequency Domain Filtering; Sampling and Aliasing Unlimited
- Lecture 09 – Unitary Image Transforms Unlimited
- Lecture 10 – Edge Detection Unlimited
- Lecture 11 – Edge Linking and Line Detection Unlimited
- Lecture 12 – Thresholding Unlimited
- Lecture 13 – Morphological Image Processing Unlimited
- Lecture 14 – Object and Feature Detection Unlimited
- Lecture 15 – Lossless Image Coding Unlimited
- Lecture 16 – Lossy Image Compression Unlimited
- Lecture 17 – Image Restoration and the Wiener Filter Unlimited
- Lecture 18 – Reconstruction from Parallel Projections and the Radon Transform Unlimited
- Lecture 19 – Fan-beam Reconstruction Unlimited
- Lecture 20 – Dithering and Halftoning Unlimited
- Lecture 21 – Digital Watermarking Unlimited
- Lecture 22 – Image Blending Unlimited
- Lecture 23 – Photomontage and Inpainting Unlimited
- Lecture 24 – Image Retargeting Unlimited
- Lecture 25 – Active Shape Models Unlimited
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