返回到 Fundamentals of Digital Image and Video Processing
Northwestern University

Fundamentals of Digital Image and Video Processing

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.

状态:Visualization (Computer Graphics)
状态:Matlab
课程小时

精选评论

HV

4.0评论日期:Jul 24, 2017

Wonderful course....The mentor is knowledgable....the only drawback I find is it we dont find the answers to the assignment questions even after passing it.

SK

4.0评论日期:Jan 29, 2019

Highly relevant and comprehensive, covering important information in the field. Can be improved however by incorporating code using other language libraries besides MATLAB (e.g. Python, etc).

HS

4.0评论日期:Aug 30, 2019

Accent was a bit hard to understand for me, I used google to study separate topics and then gave assignments. Helpful as a guide to direct you what all to study in the space.

HK

5.0评论日期:Dec 12, 2017

I am a newbie in image processing (from audio processing). I found this course interesting and I learnt a lot of new things. Thanks

VF

5.0评论日期:Mar 20, 2019

AMAZING COURSE. TAKES YOU THROUGH EVERY TOPIC IN IMAGE PROCESSING.THIS COURSE GREATLY HELPED ME WITH UNIVERSITY STUDIES AS WELL,THANK YOU NORTHWESTERN UNIVERSITY AND PROFESSOR AGGELOS K.

SA

5.0评论日期:Jan 5, 2018

Got to know the importance of Math, how math works in the background. Understood the basic programming with Matlab. Interesting concepts

AK

4.0评论日期:Oct 21, 2018

A course which looks hard at first glance but they lecturers made it look so easy and inspired us students to teach us. Thank you for the course.

PK

5.0评论日期:May 9, 2017

This course was amazing. And to be very honest I learnt a lot from this. The content and tutorial was very good and it proved to be very helpful in taking my works.

NS

4.0评论日期:Oct 3, 2020

One or two lecture should be there for Optimization and Regularization. I enjoyed the course and it was useful and very informative.

AK

5.0评论日期:Feb 28, 2018

An excellent course which make me feel myself proud. I wholeheartedly thank my professor for sharing his knowledge.Thank u sir i really enjoyed it

AD

5.0评论日期:May 18, 2020

This course is very useful and fundamental for those we are studying Image and Video Processing and would like to enhance their skills in this domain.

P

5.0评论日期:Apr 13, 2025

Excellent course, easy to understand. The professor has given a lot of inputs with examples. Grade assignment with MATLAB code made me understand the logic practically in a better way.

所有审阅

显示:20/366

Bram Mooij
2.0
评论日期:Oct 20, 2017
Petr Vorel
1.0
评论日期:Aug 15, 2017
Jonathan Bown
1.0
评论日期:Nov 3, 2018
Nastaran Shahmansouri
5.0
评论日期:Jul 18, 2018
昊 黄
4.0
评论日期:Jan 5, 2018
Nikolay Kolotey
2.0
评论日期:Nov 5, 2017
刘学柱
3.0
评论日期:Sep 19, 2016
Soh Wee Kian
5.0
评论日期:Jan 17, 2019
Arkadiusz Bulski
3.0
评论日期:Feb 26, 2021
Chen Li
3.0
评论日期:Jun 21, 2020
Evgeny Markin
5.0
评论日期:Mar 5, 2019
David Frenk
5.0
评论日期:Sep 19, 2020
J. Jenkin Winston 1687
5.0
评论日期:Mar 14, 2019
Sufian Kuriry
4.0
评论日期:Jan 18, 2020
Leon Shen
3.0
评论日期:Jul 12, 2020
Yufei Zhao
1.0
评论日期:Oct 30, 2017
子琰 朱
1.0
评论日期:Jun 19, 2016
Sahar Masoudi
1.0
评论日期:Oct 9, 2020
Naveen Vaitheeswaran
5.0
评论日期:Sep 14, 2019
Zsolt Vizi
5.0
评论日期:Jul 24, 2016