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Hands-On Computer Vision with Julia

You're reading from   Hands-On Computer Vision with Julia Build complex applications with advanced Julia packages for image processing, neural networks, and Artificial Intelligence

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Product type Paperback
Published in Jun 2018
Publisher Packt
ISBN-13 9781788998796
Length 202 pages
Edition 1st Edition
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Author (1):
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Dmitrijs Cudihins Dmitrijs Cudihins
Author Profile Icon Dmitrijs Cudihins
Dmitrijs Cudihins
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Toc

Table of Contents (11) Chapters Close

Preface 1. Getting Started with JuliaImages FREE CHAPTER 2. Image Enhancement 3. Image Adjustment 4. Image Segmentation 5. Image Representation 6. Introduction to Neural Networks 7. Using Pre-Trained Neural Networks 8. OpenCV 9. Assessments
10. Other Books You May Enjoy

FREAK – fastest scale and rotation invariant matching

The last descriptor available in Julia is the FREAK descriptor, which was developed in 2012. The algorithm introduces a new keypoint descriptor inspired by the human visual system and, more precisely, the retina, coined the Fast Retina Keypoint (FREAK).

FREAKs are in general quicker to calculate with lower computational requirements. It makes them a great alternative to the methods covered in the preceding section. FREAK is considered to be the fastest scale, rotation, and noise invariant algorithm.

The code examples stay very similar to those we have already seen. First, we load the packages and images by using the following code:

using Images, ImageFeatures, CoordinateTransformations, ImageDraw, ImageView

img1 = Gray.(load("cat-3417184_640.jpg"))
img2 = Gray.(load("cat-3417184_640_watermarked.jpg&quot...
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