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OpenCV 4 with Python Blueprints. Build creative computer vision projects with the latest version of OpenCV 4 and Python 3 - Second Edition

OpenCV 4 with Python Blueprints. Build creative computer vision projects with the latest version of OpenCV 4 and Python 3 - Second Edition

Dr. Menua Gevorgyan, Arsen Mamikonyan, Michael Beyeler

Ebook
OpenCV is a native cross-platform C++ library for computer vision, machine learning, and image processing. It is increasingly being adopted in Python for development. This book will get you hands-on with a wide range of intermediate to advanced projects using the latest version of the framework and language, OpenCV 4 and Python 3.8, instead of only covering the core concepts of OpenCV in theoretical lessons. This updated second edition will guide you through working on independent hands-on projects that focus on essential OpenCV concepts such as image processing, object detection, image manipulation, object tracking, and 3D scene reconstruction, in addition to statistical learning and neural networks.
You’ll begin with concepts such as image filters, Kinect depth sensor, and feature matching. As you advance, you’ll not only get hands-on with reconstructing and visualizing a scene in 3D but also learn to track visually salient objects. The book will help you further build on your skills by demonstrating how to recognize traffic signs and emotions on faces. Later, you’ll understand how to align images, and detect and track objects using neural networks.
By the end of this OpenCV Python book, you’ll have gained hands-on experience and become proficient at developing advanced computer vision apps according to specific business needs.
  • 1. Fun with Filters
  • 2. Hand Gesture Recognition Using a Kinect Depth Sensor
  • 3. Finding Objects via Feature Matching and Perspective Transforms
  • 4. 3D Scene Reconstruction Using Structure from Motion
  • 5. Using Computational Photography with OpenCV
  • 6. Tracking Visually Salient Objects
  • 7. Learning to Recognize Traffic Signs
  • 8. Learning to Recognize Facial Emotions
  • 9. Learning to Classify and Localize Objects
  • 10. Learning to Detect and Track Objects
  • 11. Appendix A: Profiling and Accelerating Your Apps
  • 12. Appendix B: Setting Up Docker Container
  • Tytuł: OpenCV 4 with Python Blueprints. Build creative computer vision projects with the latest version of OpenCV 4 and Python 3 - Second Edition
  • Autor: Dr. Menua Gevorgyan, Arsen Mamikonyan, Michael Beyeler
  • Tytuł oryginału: OpenCV 4 with Python Blueprints. Build creative computer vision projects with the latest version of OpenCV 4 and Python 3 - Second Edition
  • ISBN: 9781789617634, 9781789617634
  • Data wydania: 2020-03-20
  • Format: Ebook
  • Identyfikator pozycji: e_2abs
  • Wydawca: Packt Publishing