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Fundamentals of Digital Image and Video Processing
Coursera
Course
Unknown

Fundamentals of Digital Image and Video Processing

Northwestern University

Learn basic principles and tools for processing digital images and videos, and apply them to solve practical commercial and scientific problems.

Unknown12 weeksEnglish147,868 enrolled

About this Course

In this class you will learn the basic principles and tools used to process images and videos, and how to apply them in solving practical problems of commercial and scientific interests. Digital images and videos are everywhere these days – in thousands of scientific (e.g., astronomical, bio-medical), consumer, industrial, and artistic applications. Moreover they come in a wide range of the electromagnetic spectrum - from visible light and infrared to gamma rays and beyond. The ability to process image and video signals is therefore an incredibly important skill to master for engineering/science students, software developers, and practicing scientists. Digital image and video processing continues to enable the multimedia technology revolution we are experiencing today. Some important examples of image and video processing include the removal of degradations images suffer during acquisition (e.g., removing blur from a picture of a fast moving car), and the compression and transmission of images and videos (if you watch videos online, or share photos via a social media website, you use this everyday!), for economical storage and efficient transmission. This course will cover the fundamentals of image and video processing. We will provide a mathematical framework to describe and analyze images and videos as two- and three-dimensional signals in the spatial, spatio-temporal, and frequency domains. In this class not only will you learn the theory behind fundamental processing tasks including image/video enhancement, recovery, and compression - but you will also learn how to perform these key processing tasks in practice using state-of-the-art techniques and tools. We will introduce and use a wide variety of such tools – from optimization toolboxes to statistical techniques. Emphasis on the special role sparsity plays in modern image and video processing will also be given. In all cases, example images and videos pertaining to specific application domains will be utilized

What You'll Learn

  • Understand basic principles of image and video processing
  • Use tools to analyze digital signals
  • Apply digital processing to solve commercial and scientific problems
  • Develop skills to work with modern multimedia technologies

Prerequisites

  • Basic computer and internet skills
  • Ability to read course instructions in English and complete practice tasks

Instructors

A

Aggelos K. Katsaggelos

Joseph Cummings Professor

Topics

Electrical Engineering
Physical Science and Engineering
Algorithms
Computer Science
Visualization (Computer Graphics)
Matlab
Applied Mathematics
Image Analysis
Mathematical Modeling
Computer Vision

Course Info

PlatformCoursera
LevelUnknown
PacingUnknown
PriceFree

Skills

الهندسة الكهربائية
العلوم الفيزيائية والهندسة
الخوارزميات
علوم الحاسب
التصوير الحاسوبي
ماتلاب
الرياضيات التطبيقية
تحليل الصور
Mathematical Modeling
Computer Vision

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