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Qt 5 and OpenCV 4 Computer Vision Projects

You're reading from   Qt 5 and OpenCV 4 Computer Vision Projects Get up to speed with cross-platform computer vision app development by building seven practical projects

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Product type Paperback
Published in Jun 2019
Publisher Packt
ISBN-13 9781789532586
Length 348 pages
Edition 1st Edition
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Author (1):
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Zhuo Qingliang Zhuo Qingliang
Author Profile Icon Zhuo Qingliang
Zhuo Qingliang
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Table of Contents (11) Chapters Close

Preface 1. Building an Image Viewer 2. Editing Images Like a Pro FREE CHAPTER 3. Home Security Applications 4. Fun with Faces 5. Optical Character Recognition 6. Object Detection in Real Time 7. Real-Time Car Detection and Distance Measurement 8. Using OpenGL for the High-Speed Filtering of Images 9. Assessments 10. Other Books You May Enjoy

Detecting objects using OpenCV

There are many approaches to object detection in OpenCV. These approaches can be categorized as follows:

  • Color-based algorithms such as meanshift and Continuously Adaptive Meanshift (CAMshift)
  • Template matching
  • Feature extracting and matching
  • Artificial Neural Networks (ANNs)
  • Cascade classifier
  • Pretrained deep learning models

The first three are the traditional approaches to object detection, while the last three are approaches of machine learning.

The color-based algorithms, such as meanshift and CAMshift, use histograms and back-projection images to locate an object in an image with incredible speed. The template matching approach uses the object of interest as a template and tries to find the object by scanning the image of a given scene. Feature extracting and matching approaches first extract all features, usually edge features and corner...

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