Units:

12

Description:

This course covers signal processing techniques specialized for handling 2D (images) and 3D (videos) signals. It builds upon 1D signal processing techniques developed in 18-290 and 18-491 and specializes them for the case of images and videos. In this class, you will learn fundamental tools and techniques for processing images and videos, and will learn to apply them to a range of practical applications. This course provides the fundamentals for studying images and videos. We will develop signal models specific to images and videos, develop associated optimization techniques for solving restoration problems like denoising, inpainting, study specialized compression algorithms. Specific focus will be on transform-domain, PDE and sparsity-based models and associated optimization techniques. These formal techniques will be enriched via applications in mobile devices, medical image processing, and compressive sensing.

Last Modified: 2023-04-14 10:29AM

Semesters offered:

• Fall 2022
• Fall 2021
• Fall 2020
• Fall 2019
• Fall 2018
• Fall 2017
• Fall 2016
• Spring 2009
• Spring 2008
• Spring 2007
• Spring 2006
• Fall 2005
• Fall 2004
• Fall 2003
• Fall 2002
• Fall 2001
• Fall 2000
• Fall 1999
• Fall 1998