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Python Image Processing Cookbook

You're reading from   Python Image Processing Cookbook Over 60 recipes to help you perform complex image processing and computer vision tasks with ease

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Product type Paperback
Published in Apr 2020
Publisher Packt
ISBN-13 9781789537147
Length 438 pages
Edition 1st Edition
Languages
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Author (1):
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Sandipan Dey Sandipan Dey
Author Profile Icon Sandipan Dey
Sandipan Dey
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Toc

Table of Contents (11) Chapters Close

Preface 1. Image Manipulation and Transformation 2. Image Enhancement FREE CHAPTER 3. Image Restoration 4. Binary Image Processing 5. Image Registration 6. Image Segmentation 7. Image Classification 8. Object Detection in Images 9. Face Recognition, Image Captioning, and More 10. Other Books You May Enjoy

Medical image registration with SimpleITK

As discussed, the objective of registration is to estimate the transformation that associates the points in given input images. The transformation estimated via registration is said to map points from the fixed to the moving image coordinate system. SimpleITK provides a configurable multi-resolution registration framework, implemented in the ImageRegistrationMethod class. To create a specific registration instance using ImageRegistrationMethod, you need to select several components that together define the registration instance:

  • Transformation
  • Similarity metric
  • Optimizer
  • Interpolator

The following diagram shows the components of the registration framework in SimpleITK:

Image registration is done using optimization in the parameter space (the transform to be applied to the moving image to align with the fixed image is defined by the...

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