Table of Contents Training YOLOv5 Object Detector on a Custom Dataset Configuring Your Development Environment Having Problems Configuring Your Development Environment? About the Dataset YOLOv5 Label Format Vehicles-OpenImages Dataset Udacity Self-Driving Car Dataset Selecting the Model YOLOv5 Training Downloading the…

Table of Contents Enhanced Super-Resolution Generative Adversarial Networks (ESRGAN) Preface Enhanced Super-Resolution GANs Configuring Your Development Environment Having Problems Configuring Your Development Environment? Project Structure Configuring the Prerequisites Implementing Data Processing Utilities Implementing the ESRGAN Architecture Building the Training Pipeline…

Table of Contents Super-Resolution Generative Adversarial Networks (SRGAN) A Brief Recap of GANs Super-Resolution Using GANs Configuring Your Development Environment Having Problems Configuring Your Development Environment? Project Structure Creating the Configuration Pipeline Building the Data Processing Pipeline Implementing the SRGAN…

Table of Contents Attending to Channels Using Keras and TensorFlow Squeeze-and-Excitation Networks Configuring Your Development Environment Having Problems Configuring Your Development Environment? Project Structure Configuring the Prerequisites Preprocessing the CIFAR-10 Dataset Defining Our Training Model Architecture Training the Squeeze-and-Excitation Network…

Table of Contents Spatial Transformer Networks Using TensorFlow Configuring Your Development Environment Having Problems Configuring Your Development Environment? Project Structure Preparing the Configuration Script Implementing a Callback Function for Output GIF The Spatial Transformer Module The Classification Model Training the…

Table of Contents Achieving Optimal Speed and Accuracy in Object Detection (YOLOv4) Configuring Your Development Environment Having Problems Configuring Your Development Environment? Introduction to YOLOv4 Components in an Object Detector Bag of Freebies (BoF) Bag of Specials (BoS) YOLOv4 Architecture…

Table of Contents Mean Average Precision (mAP) Using the COCO Evaluator Configuring Your Development Environment Having Problems Configuring Your Development Environment? Project Structure Intersection over Union (IoU) Why Do We Use IoU? Coding IoU in Python Precision and Recall Precision…

Table of Contents A Better, Faster, and Stronger Object Detector (YOLOv2) Configuring Your Development Environment Having Problems Configuring Your Development Environment? Introduction to YOLOv2 Better Batch Normalization High-Resolution Classifier Convolution with Anchor Boxes Dimension Clusters Direct Location Prediction Fine-Grained Features…

Table of Contents Understanding a Real-Time Object Detection Network: You Only Look Once (YOLOv1) Configuring Your Development Environment Having Problems Configuring Your Development Environment? What Are Single-Stage Object Detectors? You Only Look Once (YOLO) End-to-End Unified Detection Process Comparing YOLOv1…