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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 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…