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Learning OpenCV 4 Computer Vision with Python 3 - Third Edition

You're reading from  Learning OpenCV 4 Computer Vision with Python 3 - Third Edition

Product type Book
Published in Feb 2020
Publisher Packt
ISBN-13 9781789531619
Pages 372 pages
Edition 3rd Edition
Languages
Authors (2):
Joseph Howse Joseph Howse
Profile icon Joseph Howse
Joe Minichino Joe Minichino
Profile icon Joe Minichino
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Table of Contents (13) Chapters

Preface Setting Up OpenCV Handling Files, Cameras, and GUIs Processing Images with OpenCV Depth Estimation and Segmentation Detecting and Recognizing Faces Retrieving Images and Searching Using Image Descriptors Building Custom Object Detectors Tracking Objects Camera Models and Augmented Reality Introduction to Neural Networks with OpenCV Other Book You May Enjoy Appendix A: Bending Color Space with the Curves Filter

Edge detection

Edges play a major role in both human and computer vision. We, as humans, can easily recognize many object types and their pose just by seeing a backlit silhouette or a rough sketch. Indeed, when art emphasizes edges and poses, it often seems to convey the idea of an archetype, such as Rodin's The Thinker or Joe Shuster's Superman. Software, too, can reason about edges, poses, and archetypes. We will discuss these kinds of reasoning in later chapters.

OpenCV provides many edge-finding filters, including Laplacian, Sobel, and Scharr. These filters are supposed to turn non-edge regions into black and turn edge regions into white or saturated colors. However, they are prone to misidentifying noise as edges. This flaw can be mitigated by blurring an image before trying to find its edges. OpenCV also provides many blurring filters, including blur (a simple...

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