Image and Video Processing: From Mars to Hollywood with a Stop at the Hospital

Curso
en
Inglês
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Fonte
  • De www.coursera.org
CONDIÇÕES
  • Individualizado
  • Acesso livre
  • Certificado pago
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  • 9 sequências
  • Introductive Level
  • Legendas em Chinese

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Detalhes do curso

Programa de Estudos

  • Week 1 - Introduction to image and video processing
    Learn what is image and video processing. Learn the very basic concepts of human perception needed for understanding image processing. Learn simple tools in signal processing needed to understand following units.
  • Week 2 - Image and video compression
    JPEG and MPEG are the most successful algorithms in the area, widely used by everybody in a daily basis, and the goal of this unit is to understand how they work. Also to understand why these techniques are important and why they are enabling technologies. Als...
  • Week 3 - Spatial processing
    Some of the most basic tools in image processing, like median filtering and histogram equalization, are still among the most powerful. We will describe these and provide a modern interpretation of these basic tools. Students will then become familiar with simp...
  • Week 4 - Image restoration
    The goal of this unit is to complement Unit 3 by adding prior information about the sources of degradation. Students will learn that if we know about the degradation process, we can do better. The objective of this unit is to complete the training with basic a...
  • Week 5 - Image segmentation
    Not all parts of the image are the same, and students will learn the basic techniques to partition an image, from simple threshold to more advanced graph cuts and active contours. This is the first unit where student will learn about image analysis and image i...
  • Week 6 - Geometric PDEs
    This is all optional material. It will help the students that are more mathematically oriented and want to better understand the math behind next unit's lectures. But you will be able to handle without it.The quiz is therefore practice only.This is the first “...
  • Week 7 - Image and video inpainting
    Students will get involved with a very exciting topic, since image and video inpainting is one of the most used tools in the movie industry. They will learn the problem, and also how they can approach it from multiple directions. This will also help to illustr...
  • Week 8 - Sparse modeling and compressed sensing
    Here the goal is to present one of the most modern tools in image and video processing, and students will learn something that is today at the top of active research. This will also help to illustrate the use of linear algebra and optimization in image and vid...
  • Week 9 - Medical imaging
    This is a bonus unit. Enjoy it. Image processing has been very successful in medical imaging, and we will use examples from HIV and brain research to illustrate the importance of image processing in solving societal problems. We will describe the basic tools i...

Pré-requisito

Nenhum.

Instrutores

Guillermo Sapiro
Professor
Electrical and Computer Engineering

Editor

A Duke University é uma universidade privada de investigação norte-americana situada em Durham, na Carolina do Norte. A universidade tem o nome da dinastia Duke. 

Embora a universidade só tenha sido oficialmente fundada em 1924 (as suas raízes remontam a 1838). Frequentemente referida como a "Harvard do Sul", a Duke é a universidade mais selectiva do Sul dos Estados Unidos. 

A universidade é membro da Associação das Universidades Americanas, uma associação que, desde 1900, reúne as universidades de investigação de elite da América do Norte.

Plataforma

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