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Practical Computer Vision

You're reading from   Practical Computer Vision Extract insightful information from images using TensorFlow, Keras, and OpenCV

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Product type Paperback
Published in Feb 2018
Publisher Packt
ISBN-13 9781788297684
Length 234 pages
Edition 1st Edition
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Author (1):
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Abhinav Dadhich Abhinav Dadhich
Author Profile Icon Abhinav Dadhich
Abhinav Dadhich
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Table of Contents (12) Chapters Close

Preface 1. A Fast Introduction to Computer Vision FREE CHAPTER 2. Libraries, Development Platform, and Datasets 3. Image Filtering and Transformations in OpenCV 4. What is a Feature? 5. Convolutional Neural Networks 6. Feature-Based Object Detection 7. Segmentation and Tracking 8. 3D Computer Vision 9. Mathematics for Computer Vision 10. Machine Learning for Computer Vision 11. Other Books You May Enjoy

Features use cases

Following are some of the generic applications that are popular in computer vision:

  • We have two images and we would like to quantify whether these images match each other. Assuming a comparison metric, we say that the image matches when our comparison metric value is greater than a threshold.
  • In another example, we have a large database of images, and for a new image, we want to perform an operation similar to matching. Instead of recomputing everything for every image, we can store a smaller, easier to search and robust enough to match, representation of images. This is often referred to as a feature vector of the image. Once a new image comes, we extract similar representation for the new image and search for the nearest match among the previously generated database. This representation is usually formulated in terms of features.
  • Also, in the case of finding...
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