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…

Table of Contents Introduction to the YOLO Family Introduction to Object Detection Challenges History of Object Detection What Are Single-Stage Object Detectors? YOLOv1 YOLOv2 YOLOv3 YOLOv4 YOLOv5 Mosaic Data Augmentation Quantitative Benchmark YOLOv5 Nano Release YOLOv5n Compared with YOLOv4-Tiny PP-YOLO…