Set Reminder Save for later

Sparse Representations in Signal and Image Processing

Fundamentals

This course introduces the fundamentals of the field of sparse representations, starting with its theoretical concepts, and systematically presenting its key achievements. We will touch on theory and numerical algorithms.

Modeling data is the way we – scientists – believe that information should be explained and handled. Indeed, models play a central role in practically every task in signal and image processing. Sparse representation theory puts forward an emerging, highly effective, and universal such model. Its core idea is the description of the data as a linear combination of few building blocks – atoms – taken from a pre-defined dictionary of such fundamental elements.

A series of theoretical problems arise in deploying this seemingly simple model to data sources, leading to fascinating new results in linear algebra, approximation theory, optimization, and machine learning. In this course you will learn of these achievements, which serve as the foundations for a revolution that took place in signal and image processing in recent years.

Get Details and Enroll Now

OpenCourser is an affiliate partner of edX.

Get a Reminder

Not ready to enroll yet? We'll send you an email reminder for this course

Send to:

edX

&

IsraelX

Rating 5.0 based on 1 ratings
Length 5 weeks
Effort 5 - 6 hours per week
Starts Oct 21 (17 weeks ago)
Cost $99
From IsraelX via edX
Instructors Michael Elad, Yaniv Romano, Michael Elad
Download Videos On all desktop and mobile devices
Language English
Subjects Data Science Mathematics
Tags Data Analysis & Statistics Math Engineering

Get a Reminder

Get an email reminder about this course

Send to:

What people are saying

We analyzed reviews for this course to surface learners' thoughts about it

based on matlab in one review

Most of the course was theoretical but it did include two programming assignments based on MATLAB where we implement some of the algorithms.

image processing applications in one review

Interesting course which covers the concepts of Sparse modelling in image processing applications.

include two programming in one review

lot to learn in one review

Overall it is worth the time and a lot to learn.

interesting course which in one review

linear algebra in one review

The requires some strong foundation in Linear algebra.

Careers

An overview of related careers and their average salaries in the US. Bars indicate income percentile.

Image Specialist 1 $43k

Image Clerk $43k

Image Contributor $53k

Advanced Image Processing Spec $57k

Image Specialist 3 $57k

Image Processing Software Engineer $59k

Image Processing Algorithm Engineer $66k

Image Processing/Computer Vision Specialist TS/SCI $69k

Image Management $71k

SME - Image Signal Processing Pipeline $71k

Advanced Image Processing Specialist $77k

Image-Signal Processing Engineer $80k

Write a review

Your opinion matters. Tell us what you think.

edX

&

IsraelX

Rating 5.0 based on 1 ratings
Length 5 weeks
Effort 5 - 6 hours per week
Starts Oct 21 (17 weeks ago)
Cost $99
From IsraelX via edX
Instructors Michael Elad, Yaniv Romano, Michael Elad
Download Videos On all desktop and mobile devices
Language English
Subjects Data Science Mathematics
Tags Data Analysis & Statistics Math Engineering