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Table of Contents An Incremental Improvement with Darknet-53 and Multi-Scale Predictions (YOLOv3) Configuring Your Development Environment Having Problems Configuring Your Development Environment? Introduction to YOLOv3 What Is YOLO? Darknet-53 Network Architecture Pretraining Stage Detection Stage Prediction Across Three Scales Class…

Table of Contents Planning Next Steps When Things Don’t Work Out Research Frustrations Making a Research Diary Stick with Your Research Keep the Discussion Going Retrospection Paper Rejections Understand the Reason for Rejection Reading the Reviews Deciding Where to Submit…

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 Installing OpenCV on Windows Installing OpenCV Using Pip Having Problems Configuring Your Development Environment? Summary References Citation Information In this tutorial, you will learn how to install OpenCV on Windows. This includes a complete guide to installation…

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 Planning and Writing a Research Paper Section I — Introduction Section II — Related Work Section III — Methodology Sections IV and V — Experiments and Analysis Section VI — Conclusions and Future Work General Tips Argumentative…

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…

Table of Contents Text Detection and OCR with Google Cloud Vision API Google Cloud Vision API for OCR Obtaining Your Google Cloud Vision API Keys Prerequisite Steps to Enable Google Cloud Vision API and Download Credentials Configuring Your Development Environment…