OpenCV 4 Computer Vision Application Programming Cookbook

OpenCV is an image and video processing library used for all types of image and video analysis. Throughout the book, you'll work with recipes to implement a variety of tasks. With 70 self-contained tutorials, this book examines common pain points and best practices for computer vision (CV) developers. Each recipe addresses a specific problem and offers a proven, best-practice solution with insights into how it works, so that you can copy the code and configuration files and modify them to suit your needs.
This book begins by guiding you through setting up OpenCV, and explaining how to manipulate pixels. You'll understand how you can process images with classes and count pixels with histograms. You'll also learn detecting, describing, and matching interest points. As you advance through the chapters, you'll get to grips with estimating projective relations in images, reconstructing 3D scenes, processing video sequences, and tracking visual motion. In the final chapters, you'll cover deep learning concepts such as face and object detection.
By the end of this book, you'll have the skills you need to confidently implement a range of computer vision algorithms to meet the technical requirements of your complex CV projects.

Type
ebook
Category
publication date
2019-05-03
what you will learn

Install and create a program using the OpenCV library
Segment images into homogenous regions and extract meaningful objects
Apply image filters to enhance image content
Exploit image geometry to relay different views of a pictured scene
Calibrate the camera from different image observations
Detect people and objects in images using machine learning techniques
Reconstruct a 3D scene from images
Explore face detection using deep learning

no of pages
494
duration
988
key features
Explore the latest features and APIs in OpenCV 4 and build computer vision algorithms * Develop effective, robust, and fail-safe vision for your applications * Build computer vision algorithms with machine learning capabilities
approach
This book will arm you with the basics you need to start writing world-aware applications right from a pixel level all the way through to processing video sequences.
audience
If you’re a CV developer or professional who already uses or would like to use OpenCV for building computer vision software, this book is for you. You’ll also find this book useful if you’re a C++ programmer looking to extend your computer vision skillset by learning OpenCV.
meta description
Discover interesting recipes to help you understand the concepts of object detection, image processing, and facial detection
short description
This book will present a variety of CV algorithms using the standard library. It will implement any shortfall that might come in CV by practicing the recipes that implement various tasks such as image processing and object recognition among others. It will help you in implementing CV algorithms to meet the technical requirement of your projects.
subtitle
Build complex computer vision applications with OpenCV and C++
keywords
Computer Vision, OpenCV, OpenCV 4
Product ISBN
9781789340723