Home | Amazing | Today | Tags | Publishers | Years | Account | Search 
Mastering OpenCV 4 with Python: A practical guide covering topics from image processing, augmented reality to deep learning with OpenCV 4 and Python 3.7


Create advanced applications with Python and OpenCV, exploring the potential of facial recognition, machine learning, deep learning, web computing and augmented reality.

Key Features

  • Develop your computer vision skills by mastering algorithms in Open Source Computer Vision 4 (OpenCV 4)and Python
  • Apply machine learning and deep learning techniques with TensorFlow, Keras, and PyTorch
  • Discover the modern design patterns you should avoid when developing efficient computer vision applications

Book Description

OpenCV is considered to be one of the best open source computer vision and machine learning software libraries. It helps developers build complete projects in relation to image processing, motion detection, or image segmentation, among many others. OpenCV for Python enables you to run computer vision algorithms smoothly in real time, combining the best of the OpenCV C++ API and the Python language.

In this book, you'll get started by setting up OpenCV and delving into the key concepts of computer vision. You'll then proceed to study more advanced concepts and discover the full potential of OpenCV. The book will also introduce you to the creation of advanced applications using Python and OpenCV, enabling you to develop applications that include facial recognition, target tracking, or augmented reality. Next, you'll learn machine learning techniques and concepts, understand how to apply them in real-world examples, and also explore their benefits, including real-time data production and faster data processing. You'll also discover how to translate the functionality provided by OpenCV into optimized application code projects using Python bindings. Toward the concluding chapters, you'll explore the application of artificial intelligence and deep learning techniques using the popular Python libraries TensorFlow, and Keras.

By the end of this book, you'll be able to develop advanced computer vision applications to meet your customers' demands.

What you will learn

  • Handle files and images, and explore various image processing techniques
  • Explore image transformations, including translation, resizing, and cropping
  • Gain insights into building histograms
  • Brush up on contour detection, filtering, and drawing
  • Work with Augmented Reality to build marker-based and markerless applications
  • Work with the main machine learning algorithms in OpenCV
  • Explore the deep learning Python libraries and OpenCV deep learning capabilities
  • Create computer vision and deep learning web applications

Who this book is for

This book is designed for computer vision developers, engineers, and researchers who want to develop modern computer vision applications. Basic experience of OpenCV and Python programming is a must.

Table of Contents

  1. Setting up OpenCV
  2. Image basics in OpenCV
  3. Handling files and images
  4. Constructing basic shapes in OpenCV
  5. Image processing techniques
  6. Constructing and Building Histograms
  7. Thresholding techniques
  8. Contours Detection, filtering, and drawing
  9. Augmented reality and 3D Visualization
  10. Machine Learning and Deep Learning in OpenCV
  11. Face detection, tracking and recognition
  12. Introduction to deep learning
  13. Mobile and web computer vision with Python and OpenCV
(HTML tags aren't allowed.)

Windows Server 2012 Hyper-V Installation and Configuration Guide
Windows Server 2012 Hyper-V Installation and Configuration Guide

Go-to guide for using Microsoft's updated Hyper-V as a virtualization solution

Windows Server 2012 Hyper-V offers greater scalability, new components, and more options than ever before for large enterprise systems and small/medium businesses. Windows Server 2012 Hyper-V Installation and Configuration Guide is...

More Java Pitfalls: 50 New Time-Saving Solutions and Workarounds
More Java Pitfalls: 50 New Time-Saving Solutions and Workarounds
An ideal guide to solving pitfalls in the Java language and related J2EETM technologies, written by programmers for programmers!

With the release of J2EE, Java has grown beyond a simple language to a full-blown development platform. Developers need to understand more than just the Java language–they also need...

Development Connections: Unveiling the Impact of New Information Technologies
Development Connections: Unveiling the Impact of New Information Technologies

Development Connections takes stock of recent advances in what is broadly known as Information and Communication Technologies (ICTs)—cell phones, computers, and related Internet applications, as well as software advances that aim at improving the welfare of societies by empowering them.  It is a comparative look at...

Mastering Web Development with Microsoft Visual Studio 2005
Mastering Web Development with Microsoft Visual Studio 2005
Be Right at Home in the World's Most Powerful Web Development Environment

For large-scale web application development, Visual Studio 2005 is the most capable product around. This book shows team members and leaders how to use its power in several key dimensions. You'll master dozens of built-in features for creating a large, high-performance...

Microsoft Project 2013 Step by Step
Microsoft Project 2013 Step by Step

Experience learning made easy - and quickly teach yourself how to manage the complete project life cycle with Project 2013. With Step by Step, you set the pace - building and practicing the skills you need, just when you need them!

  • Work with Project 2013 on your PC or touch-enabled device
  • Build...
The Pi-Calculus: A Theory of Mobile Processes
The Pi-Calculus: A Theory of Mobile Processes

Mobile systems, whose components communicate and change their structure, now pervade the informational world and the wider world of which it is a part. The science of mobile systems is as yet immature, however. This book presents the pi-calculus, a theory of mobile systems. The pi-calculus provides a conceptual framework for understanding...

©2020 LearnIT (support@pdfchm.net) - Privacy Policy