Intro -- Cover Page -- Title Page -- Copyright Page -- Dedication Page -- About the Author -- Technical Reviewer -- Acknowledgements -- Preface -- Errata -- Table of Contents -- 1. Getting Started With OpenCV -- Introduction -- Structure -- Introduction to Computer Vision -- Introduction to OpenCV -- Benefits of Learning OpenCV -- OpenCV Real-time Applications in Computer Vision -- OpenCV Architecture and Explanation -- Features of OpenCV Library -- Python Code Editors for OpenCV -- Downloading and Installing OpenCV for Windows -- Downloading and Installing OpenCV for MacOS -- Google Colab for OpenCV -- Conclusion -- Points to Remember -- References -- Questions/MCQs -- 2. Basic Image and Video Analytics in OpenCV -- Introduction -- Structure -- Read, Write, and Show Images in OpenCV -- Covert Color in Images Using OpenCV -- Read, Write, and Show Videos from a Camera in OpenCV -- Covert color in Video Using OpenCV -- Draw Geometric Ahapes on Images Using OpenCV -- Setting Camera Parameters in OpenCV -- Show the Date and Time on Videos Using OpenCV -- Show Text on Videos Using OpenCV -- Basic Mouse Events Using OpenCV -- Conclusion -- Points to Remember -- References -- 3. Image Processing 1 Using OpenCV -- Introduction -- Structure -- Basic Image Processing Techniques -- Image wait function -- Image cropping -- Image resizing -- Image rotation -- Grayscaling -- Image split -- Merging image -- Adding two images -- Blend two images with different weights -- Region of interest (ROI) -- Background Removal -- Reshaping the Video Frame -- Pausing the Video Frame -- More Mouse Event Examples -- Extract the color of a pixel on the image using the mouse -- Extract the X, and Y values and pixel color on the image using the left and right mouse buttons, respectively -- Draw the rectangle and curve using the left-click button mouse -- Bitwise Operations.

Binding a Trackbar -- Image Trackbar -- Conclusion -- Points to Remember -- References -- 4. Image Processing 2 using OpenCV -- Introduction -- Structure -- Matplotlib with OpenCV -- Morphological Transformations Using OpenCV -- Smoothing and Blurring Images Using OpenCV -- Image Gradients Using OpenCV -- Image Pyramids with OpenCV -- Image Blending Using OpenCV -- Edge Detection Using OpenCV -- Sobel Operator Using OpenCV -- Laplacian of Gaussian (LoG) Filter Using OpenCV -- Canny Edge Detection Using OpenCV -- Conclusion -- Points to Remember -- References -- 5. Thresholding and Contour Techniques Using OpenCV -- Introduction -- Structure -- Image Thresholding using OpenCV -- Simple thresholding -- Adaptive thresholding -- Otsu’s thresholding -- Binary thresholding -- Inverted thresholding -- Finding and Drawing Contours with OpenCV -- Detecting Simple Geometric Shapes Using OpenCV -- Understanding Image Histograms Using OpenCV -- Template Matching Using OpenCV -- Hough Line Transform Theory in OpenCV -- Standard Hough line transform using OpenCV -- Probabilistic Hough Transform Using OpenCV -- Circle Detection Using OpenCV Hough Circle Transform -- Camera Calibration Using OpenCV -- Conclusion -- Points to Remember -- References -- 6. Detect Corners and Road Lane Using OpenCV -- Introduction -- Structure -- Road Lane Line Detection Using OpenCV -- Detecting Corners in OpenCV -- Types of Detect Corners in OpenCV -- Harris Corner Detector -- Shi Tomasi Corner Detector -- FAST corner detection -- Blob Detection -- Scale-invariant feature transform -- Feature Matching with FLANN -- Background Subtraction Methods in OpenCV -- Types of Background Subtraction Methods in OpenCV -- BackgroundSubtractorMOG2 -- BackgroundSubtractorKNN -- Conclusion -- Points to Remember -- References -- 7. Object And Motion Detection Using Opencv -- Introduction.

Structure -- HSV Color Space -- Object Detection Using HSV Color Space -- Object Tracking Using HSV Color Space -- Motion Detection and Tracking Using OpenCV -- Mean Shift Object Tracking Using OpenCV -- Camshift Object Tracking Method Using OpenCV -- Augmented Reality in OpenCV -- Conclusion -- Points to Remember -- Questions -- References -- 8. Image Segmentation and Detecting Faces Using OpenCV -- Introduction -- Structure -- Image Segmentation Using OpenCV -- Introduction to Haar Cascade Classifiers -- Face Detection Using Haar Cascade Classifiers -- Eye Detection Haar Feature-based Cascade Classifiers -- Smile Detection Haar Feature-based Cascade Classifiers -- QR Code Detection Using OpenCV -- Optical Character Recognition Using OpenCV -- Conclusion -- Points to Remember -- References -- 9. Introduction to Deep Learning with OpenCV -- Introduction -- Structure -- Introduction to Machine Learning -- Types of machine learning -- Introduction to Deep Learning -- Artificial Neural Networks -- Types of neural networks -- Neural network architecture -- Activation functions -- Neural networks optimization techniques -- Steps for training neural networks -- Deep learning frameworks -- Deep learning applications -- Introduction to Deep Learning in OpenCV -- Neural networks in the image and video analytics -- Image classification with deep neural networks -- Object detection with neural networks -- Face detection and recognition with neural networks -- Semantic segmentation in neural networks -- Generative adversarial networks -- Integration of OpenCV with Robotics -- Iris Dataset in TensorFlow -- Fashion-MNIST in TensorFlow -- Digit Recognition Training Using TensorFlow -- Testing Digit Recognition Model Using OpenCV -- Dog Versus Cat Classification in TensorFlow with OpenCV -- Dog versus cat classification with OpenCV -- Conclusion.

Points to Remember -- References -- 10. Advance Deep Learning Projects with OpenCV -- Introduction -- Structure -- Introduction to YOLO -- YOLO Versions -- YOLO v3 Object Detection Using TensorFlow -- YOLO v5 and Custom Dataset Using TensorFlow -- Face Recognition Using TensorFlow with OpenCV -- FaceNet Architecture -- Real-time Age Prediction Using TensorFlow and RESNET 50_CNN -- RESNET 50_CNN -- Facial Expression Recognition Using TensorFlow -- Emotion detection methods -- Content-based Image Retrieval Using TensorFlow -- Conclusion -- Points to Remember -- References -- 11. Deployment of OpenCV Projects -- Introduction -- Structure -- Introduction to Deploying OpenCV Projects -- Deploying OpenCV projects in Azure -- Deploying OpenCV projects in Azure -- Integrating OpenCV with web applications -- Integrating dog vs. cat classification project and flask -- Conclusion -- Points to Remember -- References -- Index.