Sparse Representations in Image Processing: From Theory to Practice

Michael Elad, IsraelX

Learn about the deployment of the sparse representation model to signal and image processing.

This course is a follow-up to the first introductory course of sparse representations. Whereas the first course puts emphasis on the theory and algorithms in this field, this course shows how these apply to actual signal and image processing needs.

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.

In this course, you will learn how to use sparse representations in series of image processing tasks. We will cover applications such as denoising, deblurring, inpainting, image separation, compression, super-resolution, and more. A key feature in migrating from the theoretical model to its practical deployment is the adaptation of the dictionary to the signal. This topic, known as "dictionary learning" will be presented, along with ways to use the trained dictionaries in the above mentioned applications.

What will you learn

  • The importance of models in data processing, and the universality of sparse representation modeling.
  • Dictionary learning algorithms and their role in applications.
  • How to deploy sparse representations to signal and image processing tasks.

Сессии:
  • 21 октября 2018
Характеристики онлайн курса:
  • Бесплатный:
  • Платный:
  • Сертификат:
  • MOOC:
  • Видеолекции:
  • Аудиолекции:
  • Email-курс:
  • Язык: Английский Gb

Отзывы

Пока никто не написал отзыв по этому курсу. Хотите быть первым?

Зарегистрируйтесь, чтобы оставить отзыв

Ещё курсы на эту тему:
Small-icon.hover Image and video processing: From Mars to Hollywood with a stop at the hospital
In this class you will look behind the scenes of image and video processing...
43b58e72-340a-457d-a14b-2007fda00e19-b7250b66c5a2.small Sparse Representations in Signal and Image Processing: Fundamentals
Learn about the field of sparse representations by understanding its fundamental...
Ещё из рубрики «Математика и статистика»:
6d09a6d0-6f0d-42e6-91ad-5b0b3499951e-cf71830f16ec.small Processing Big Data with Hadoop in Azure HDInsight
Learn how to use Hadoop technologies in Microsoft Azure HDInsight to process...
072faa0e-7777-4be5-af88-dbcafb3662d0-8fdc35c31570.small Implementing Real-Time Analytics with Hadoop in Azure HDInsight
Learn how to use Hadoop technologies like HBase, Storm, and Spark in Microsoft...
Aef78d25-e1c8-4295-bc8e-7fbd88a0b653-8f206e041694.small Analyzing and Visualizing Data with Excel
Develop your skills with Excel, one of the common tools that data scientists...
1bda401c-840c-4316-b3b6-e9357f26ad92-9801772d9924.small Analyzing and Visualizing Data with Power BI
Learn Power BI, a powerful cloud-based service that helps data scientists visualize...
F89c9ea8-b0ad-4c0c-8347-1b61dbd25125-5a88b7ce9ee1.small Introduction to Python for Data Science
The ability to analyze data with Python is critical in data science. Learn the...
Ещё от edX:
3d26bab6-5fd6-430a-a22a-1434c551300b-11d57f00cb7c.small Anatomy: Gastrointestinal, Reproductive and Endocrine Systems
Study the gastrointestinal, reproductive and endocrine systems to learn the...
356ab615-faa6-4464-b035-b0fe15fdb3f7.small Strategic Planning for Public Libraries
Learn how to develop, implement, and adapt a strategic plan to fit the needs...
Ee591393-3e24-456f-b569-266843f60149-6714306fc3d0.small Industry 4.0: How to Revolutionize your Business
An introduction to the fourth industrial revolution, it's major systems and...
D342f90a-18d0-4ee9-983e-67ee3bc986fd-8a1e7ad21000.small Special Topics in Risk Management of Banking and Financial Markets
Learn about structured financial products (ABS, CDS, CDO) as well as Value-at...
A214c3e5-ded4-48f9-9f6a-ea5b47af9f18-e13f5eca1106.small Social Work Practice: Advocating Social Justice and Change
Learn the values, techniques, and themes social workers use to help others as...

© 2013-2017