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Learning OpenCV 5 Computer Vision with Python

You're reading from   Learning OpenCV 5 Computer Vision with Python Tackle computer vision and machine learning with the newest tools, techniques and algorithms

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Product type Paperback
Published in Jul 2025
Publisher Packt
ISBN-13 9781803230221
Length
Edition 4th Edition
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Authors (2):
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Joe Minichino Joe Minichino
Author Profile Icon Joe Minichino
Joe Minichino
Joseph Howse Joseph Howse
Author Profile Icon Joseph Howse
Joseph Howse
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Table of Contents (12) Chapters Close

1. Learning OpenCV 5 Computer Vision with Python, Fourth Edition: Tackle tools, techniques, and algorithms for computer vision and machine learning FREE CHAPTER
2. Setting Up OpenCV 3. Handling Files, Cameras, and GUIs 4. Processing Images with OpenCV 5. Detecting and Recognizing Faces 6. Retrieving Images and Searching Using Image Descriptors 7. Building Custom Object Detectors 8. Tracking Objects 9. Camera Models and Augmented Reality 10. Introduction to Neural Networks with OpenCV 11. OpenCV Applications at Scale Appendix A: Bending Color Space with the Curves Filter

Using OpenCV with MediaPipe and Tensorflow to classify gestures and actions

In the previous sections of the chapter you have familiarized with the idea of Artificial Neural Networks, and how they can be used in a computer vision context, coupled with OpenCV.

This wonderful match of Computer Vision and ML/AI, coupled with the exponential increase in computing power, enabled engineers to resolve really difficult challenges, such as general object detection and recognition, tracking etc.

Like every other area of software engineering, at first some tasks are difficult to accomplish, then they become run of the mill, then a plethora of libraries and frameworks becomes available in many programming languages, often hiding the underlying logic.

In many respects, it’s like driving a car: you don’t have to know how an engine works to drive a car, and if all you want to do is to drive the car from point A to point B respecting limits and rules of the road, then knowing how an engine...

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