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The The Computer Vision Workshop - Develop the skills you need to use computer vision algorithms in your own artificial intelligence projects (Paperback)
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The The Computer Vision Workshop - Develop the skills you need to use computer vision algorithms in your own artificial intelligence projects (Paperback)
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Explore the potential of deep learning techniques in computer
vision applications using the Python ecosystem, and build real-time
systems for detecting human behavior Key Features Understand OpenCV
and select the right algorithm to solve real-world problems
Discover techniques for image and video processing Learn how to
apply face recognition in videos to automatically extract key
information Book DescriptionComputer Vision (CV) has become an
important aspect of AI technology. From driverless cars to medical
diagnostics and monitoring the health of crops to fraud detection
in banking, computer vision is used across all domains to automate
tasks. The Computer Vision Workshop will help you understand how
computers master the art of processing digital images and videos to
mimic human activities. Starting with an introduction to the OpenCV
library, you'll learn how to write your first script using basic
image processing operations. You'll then get to grips with
essential image and video processing techniques such as histograms,
contours, and face processing. As you progress, you'll become
familiar with advanced computer vision and deep learning concepts,
such as object detection, tracking, and recognition, and finally
shift your focus from 2D to 3D visualization. This CV course will
enable you to experiment with camera calibration and explore both
passive and active canonical 3D reconstruction methods. By the end
of this book, you'll have developed the practical skills necessary
for building powerful applications to solve computer vision
problems. What you will learn Access and manipulate pixels in
OpenCV using BGR and grayscale images Create histograms to better
understand image content Use contours for shape analysis, object
detection, and recognition Track objects in videos using a variety
of trackers available in OpenCV Discover how to apply face
recognition tasks using computer vision techniques Visualize 3D
objects in point clouds and polygon meshes using Open3D Who this
book is forIf you are a researcher, developer, or data scientist
looking to automate everyday tasks using computer vision, this
workshop is for you. A basic understanding of Python and deep
learning will help you to get the most out of this workshop.
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