Create advanced applications with Python and OpenCV, exploring the
potential of facial recognition, machine learning, deep learning,
web computing and augmented reality. Key Features Develop your
computer vision skills by mastering algorithms in Open Source
Computer Vision 4 (OpenCV 4) and Python Apply machine learning and
deep learning techniques with TensorFlow and Keras Discover the
modern design patterns you should avoid when developing efficient
computer vision applications Book DescriptionOpenCV is considered
to be one of the best open source computer vision and machine
learning software libraries. It helps developers build complete
projects in relation to image processing, motion detection, or
image segmentation, among many others. OpenCV for Python enables
you to run computer vision algorithms smoothly in real time,
combining the best of the OpenCV C++ API and the Python language.
In this book, you'll get started by setting up OpenCV and delving
into the key concepts of computer vision. You'll then proceed to
study more advanced concepts and discover the full potential of
OpenCV. The book will also introduce you to the creation of
advanced applications using Python and OpenCV, enabling you to
develop applications that include facial recognition, target
tracking, or augmented reality. Next, you'll learn machine learning
techniques and concepts, understand how to apply them in real-world
examples, and also explore their benefits, including real-time data
production and faster data processing. You'll also discover how to
translate the functionality provided by OpenCV into optimized
application code projects using Python bindings. Toward the
concluding chapters, you'll explore the application of artificial
intelligence and deep learning techniques using the popular Python
libraries TensorFlow, and Keras. By the end of this book, you'll be
able to develop advanced computer vision applications to meet your
customers' demands. What you will learn Handle files and images,
and explore various image processing techniques Explore image
transformations, including translation, resizing, and cropping Gain
insights into building histograms Brush up on contour detection,
filtering, and drawing Work with Augmented Reality to build
marker-based and markerless applications Work with the main machine
learning algorithms in OpenCV Explore the deep learning Python
libraries and OpenCV deep learning capabilities Create computer
vision and deep learning web applications Who this book is forThis
book is designed for computer vision developers, engineers, and
researchers who want to develop modern computer vision
applications. Basic experience of OpenCV and Python programming is
a must.
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