OpenCV 3 Computer Vision with Python Cookbook (eBook)
306 Seiten
Packt Publishing (Verlag)
978-1-78847-875-5 (ISBN)
OpenCV 3 is a native cross-platform library for computer vision, machine learning, and image processing. OpenCV's convenient high-level APIs hide very powerful internals designed for computational efficiency that can take advantage of multicore and GPU processing. This book will help you tackle increasingly challenging computer vision problems by providing a number of recipes that you can use to improve your applications.
In this book, you will learn how to process an image by manipulating pixels and analyze an image using histograms. Then, we'll show you how to apply image filters to enhance image content and exploit the image geometry in order to relay different views of a pictured scene. We'll explore techniques to achieve camera calibration and perform a multiple-view analysis.
Later, you'll work on reconstructing a 3D scene from images, converting low-level pixel information to high-level concepts for applications such as object detection and recognition. You'll also discover how to process video from files or cameras and how to detect and track moving objects. Finally, you'll get acquainted with recent approaches in deep learning and neural networks.
By the end of the book, you'll be able to apply your skills in OpenCV to create computer vision applications in various domains.
Recipe-based approach to tackle the most common problems in Computer Vision by leveraging the functionality of OpenCV using Python APIsAbout This BookBuild computer vision applications with OpenCV functionality via Python APIGet to grips with image processing, multiple view geometry, and machine learningLearn to use deep learning models for image classification, object detection, and face recognitionWho This Book Is ForThis book is for developers who have a basic knowledge of Python. If you are aware of the basics of OpenCV and are ready to build computer vision systems that are smarter, faster, more complex, and more practical than the competition, then this book is for you.What You Will LearnGet familiar with low-level image processing methodsSee the common linear algebra tools needed in computer visionWork with different camera models and epipolar geometryFind out how to detect interesting points in images and compare themBinarize images and mask out regions of interestDetect objects and track them in videosIn DetailOpenCV 3 is a native cross-platform library for computer vision, machine learning, and image processing. OpenCV's convenient high-level APIs hide very powerful internals designed for computational efficiency that can take advantage of multicore and GPU processing. This book will help you tackle increasingly challenging computer vision problems by providing a number of recipes that you can use to improve your applications.In this book, you will learn how to process an image by manipulating pixels and analyze an image using histograms. Then, we'll show you how to apply image filters to enhance image content and exploit the image geometry in order to relay different views of a pictured scene. We'll explore techniques to achieve camera calibration and perform a multiple-view analysis.Later, you'll work on reconstructing a 3D scene from images, converting low-level pixel information to high-level concepts for applications such as object detection and recognition. You'll also discover how to process video from files or cameras and how to detect and track moving objects. Finally, you'll get acquainted with recent approaches in deep learning and neural networks.By the end of the book, you'll be able to apply your skills in OpenCV to create computer vision applications in various domains.Style and approachThis book helps you learn the core concepts of OpenCV faster by taking a recipe-based approach where you can try out different code snippets to understand a concept.
| Erscheint lt. Verlag | 23.3.2018 |
|---|---|
| Sprache | englisch |
| Themenwelt | Mathematik / Informatik ► Informatik ► Programmiersprachen / -werkzeuge |
| ISBN-10 | 1-78847-875-4 / 1788478754 |
| ISBN-13 | 978-1-78847-875-5 / 9781788478755 |
| Informationen gemäß Produktsicherheitsverordnung (GPSR) | |
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