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Hands-On Algorithms for Computer Vision

More Information
Learn
  • Get to grips with machine learning and artificial intelligence algorithms
  • Read, write, and process images and videos
  • Perform mathematical, matrix, and other types of image data operations
  • Create and use histograms from back-projection images
  • Detect motion, extract foregrounds, and track objects 
  • Extract key points with a collection of feature detector algorithms
  • Develop cascade classifiers and use them, and train and test classifiers
  • Employ TensorFlow Object Detection to detect multiple objects
About

An arena that has been positively impacted by the advancements in processing power and performance is the field of Computer Vision. It's only natural that over time, more and more algorithms are introduced to perform Computer Vision tasks more efficiently. Hands-On Algorithms for Computer Vision is a starting point for anyone who is interested in the field of Computer Vision and wants to explore the most practical algorithms used by professional Computer Vision developers. The book starts with the basics and builds up over the course of the chapters with hands-on examples for each algorithm.

Right from the start, you will learn about the required tools for computer vision development, and how to install and configure them. You'll explore the OpenCV framework and its powerful collection of libraries and functions. Starting from the most simple image modifications, filtering, and transformations, you will gradually build up your knowledge of various algorithms until you are able to perform much more sophisticated tasks, such as real-time object detection using deep learning algorithms.

Features
  • Filter, transform, and manipulate images using MAT class and OpenCV Framework
  • Explore motion detection and object tracking with filters and algorithms
  • Build object detectors using deep learning and machine learning algorithms
Page Count 290
Course Length 8 hours 42 minutes
ISBN 9781789130942
Date Of Publication 26 Jul 2018

Authors

Amin Ahmadi Tazehkandi

Amin Ahmadi Tazehkandi is an Iranian author, developer, and a computer vision expert.Amin Ahmadi Tazehkandi is an Iranian author, developer, and a computer vision expert. He completed his computer software engineering studies in Iran and has worked for numerous software and industrial companies around the world.