Aditya Sharma

Table of Contents Deploying a Custom Image Classifier on an OAK-D Introduction Configuring Your Development Environment Having Problems Configuring Your Development Environment? Project Structure Deploying the Model on OAK Configuring the Prerequisites Defining the Utilities Creating the Images Pipeline Creating…

Table of Contents Training a Custom Image Classification Network for OAK-D Configuring Your Development Environment Having Problems Configuring Your Development Environment? Project Structure The Vegetable Image Dataset Data Analysis Configuring the Prerequisites Defining the Utilities The Image Classification Network Training…

Table of Contents OAK-D: Understanding and Running Neural Network Inference with DepthAI API Introduction Configuring Your Development Environment Having Problems Configuring Your Development Environment? Project Structure Introduction to DepthAI DepthAI Software Stack DepthAI API Pipeline Device API Connection Messages Node…

Table of Contents Introduction to OpenCV AI Kit (OAK) Introduction OAK Hardware OAK-1 OAK-D Limitation OAK-FFC OAK USB Hardware Offerings OAK PoE Hardware Offerings OAK Developer Kit OAK Modules Comparison Applications on OAK Image Classifier On-Device Face Detection Face Mask…

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 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 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…