Titel: Hands-On Computer Vision with Julia: Build complex applications with advanced Julia packages for image processing, neural networks, and Artificial Intelligence
Verlag: Packt Publishing
Erscheinungsjahr: 2018
Sprache: Englisch
ISBN-10: 1788998790
ISBN-13: 9781788998796
Einband: Softcover
Zustand: New

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Inhaltsangabe

Explore the various packages in Julia that support image processing and build neural networks for video processing and object tracking.

Key Features

Build a full-fledged image processing application using JuliaImages
Perform basic to advanced image and video stream processing with Julia's APIs
Understand and optimize various features of OpenCV with easy examples

Book Description

Hands-On Computer Vision with Julia is a thorough guide for developers who want to get started with building computer vision applications using Julia. Julia is well suited to image processing because it's easy to use and lets you write easy-to-compile and efficient machine code.

This book begins by introducing you to Julia's image processing libraries such as Images.jl and ImageCore.jl. You'll get to grips with analyzing and transforming images using JuliaImages; some of the techniques discussed include enhancing and adjusting images. As you make your way through the chapters, you'll learn how to classify images, cluster them, and apply neural networks to solve computer vision problems. In the concluding chapters, you will explore OpenCV applications to perform real-time computer vision analysis, for example, face detection and object tracking. You will also understand Julia's interaction with Tesseract to perform optical character recognition and build an application that brings together all the techniques we introduced previously to consolidate the concepts learned.

By end of the book, you will have understood how to utilize various Julia packages and a few open source libraries such as Tesseract and OpenCV to solve computer vision problems with ease.

What you will learn

Analyze image metadata and identify critical data using JuliaImages
Apply filters and improve image quality and color schemes
Extract 2D features for image comparison using JuliaFeatures
Cluster and classify images with KNN/SVM machine learning algorithms
Recognize text in an image using the Tesseract library
Use OpenCV to recognize specific objects or faces in images and videos
Build neural network and classify images with MXNet

Who This Book Is For

Hands-On Computer Vision with Julia is for Julia developers who are interested in learning how to perform image processing and want to explore the field of computer vision. Basic knowledge of Julia will help you understand the concepts more effectively.

Getting Started with JuliaImages
Image Enhancement
Image Adjustment
Image Segmentation
Image Representation
Introduction to Neural Networks
Using Pre-Trained Neural Networks
Open CV
Case Study: Book cover classification, analysis and recognition

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