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Learn OpenCV 4 by Building Projects

You're reading from   Learn OpenCV 4 by Building Projects Build real-world computer vision and image processing applications with OpenCV and C++

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Product type Paperback
Published in Nov 2018
Publisher Packt
ISBN-13 9781789341225
Length 310 pages
Edition 2nd Edition
Languages
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Authors (3):
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David Millán Escrivá David Millán Escrivá
Author Profile Icon David Millán Escrivá
David Millán Escrivá
Prateek Joshi Prateek Joshi
Author Profile Icon Prateek Joshi
Prateek Joshi
Vinícius G. Mendonça Vinícius G. Mendonça
Author Profile Icon Vinícius G. Mendonça
Vinícius G. Mendonça
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Table of Contents (14) Chapters Close

Preface 1. Getting Started with OpenCV FREE CHAPTER 2. An Introduction to the Basics of OpenCV 3. Learning Graphical User Interfaces 4. Delving into Histogram and Filters 5. Automated Optical Inspection, Object Segmentation, and Detection 6. Learning Object Classification 7. Detecting Face Parts and Overlaying Masks 8. Video Surveillance, Background Modeling, and Morphological Operations 9. Learning Object Tracking 10. Developing Segmentation Algorithms for Text Recognition 11. Text Recognition with Tesseract 12. Deep Learning with OpenCV 13. Other Books You May Enjoy

What this book covers

Chapter 1, Getting Started with OpenCV, covers installation steps on various operating systems and provides an introduction to the human visual system, as well as various topics in computer vision.

Chapter 2, Introduction to OpenCV Basics, discusses how to read/write images and videos in OpenCV, and also explains how to build a project using CMake.

Chapter 3, Learning Graphical User Interface and Basic Filtering, covers how to build a graphical user interface and mouse event detector to build interactive applications.

Chapter 4, Delving into Histograms and Filters, explores histograms and filters and also shows how we can cartoonize an image.

Chapter 5, Automated Optical Inspection, Object Segmentation, and Detection, describes various image pre-processing techniques, such as noise removal, thresholding, and contour analysis.

Chapter 6, Learning Object Classification, deals with object recognition and machine learning, and how to use support vector machines to build an object classification system.

Chapter 7, Detecting Face Parts and Overlaying Masks, discusses face detection and Haar Cascades, and then explains how these methods can be used to detect various parts of the human face.

Chapter 8, Video Surveillance, Background Modeling, and Morphological Operations, explores background subtraction, video surveillance, and morphological image processing, and describes how they are connected to one another.

Chapter 9, Learning Object Tracking, covers how to track objects in a live video using different techniques, such as color-based and feature-based tracking.

Chapter 10, Developing Segmentation Algorithms for Text Recognition, covers optical character recognition, text segmentation, and provides an introduction to the Tesseract OCR engine.

Chapter 11, Text Recognition with Tesseract, delves deeper into the Tesseract OCR engine to explain how it can be used for text detection, extraction, and recognition.

Chapter 12, Deep Learning with OpenCV, explores how to apply deep learning in OpenCV with two commonly used deep learning architectures: YOLO v3 for object detection, and Single Shot Detector for face detection.

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