Object Detection

Table of Contents Object Detection and Visual Grounding with Qwen 2.5 Introduction and Types of Spatial Understanding Object Detection Visual Grounding and Counting Understanding Relationships How Spatial Understanding Works in Qwen 2.5 VL Models Prompt Structure Task-Specific Instruction Object or…

Table of Contents AI for Healthcare: Fine-Tuning Google’s PaliGemma 2 for Brain Tumor Detection Configuring Your Development Environment Setup and Imports Load the Brain Tumor Dataset Format Dataset to PaliGemma Format Display Train Image and Label COCO Format BBox to…

Table of Contents Object Detection in Gaming: Fine-Tuning Google’s PaliGemma 2 for Valorant Configuring Your Development Environment Setup and Imports Load the Valorant Dataset Format Dataset to PaliGemma Format Display Train Image and Label COCO Format BBox to XYXY Format…

Table of Contents Object Detection with the PaliGemma 2 Model Introduction How Object Detection Works in PaliGemma Models Converting Normalized Coordinates to Pixel Values Configuring Your Development Environment Setup and Imports Load PaliGemma 2 Model Parse Multiple Locations Draw Multiple…

Table of Contents Object Tracking with YOLOv8 and Python YOLOv8: Reliable Object Detection and Tracking Understanding YOLOv8 Architecture Mosaic Data Augmentation Anchor-Free Detection C2f (Coarse-to-Fine) Module Decoupled Head Loss Object Detection and Tracking with YOLOv8 Object Detection Object Tracking Practical…

Table of Contents Faster R-CNNs Object Detection and Deep Learning Measuring Object Detector Performance From Where Do the Ground-Truth Examples Come? Why Do We Use Intersection over Union (IoU)? Mean Average Precision (mAP) The (Faster) R-CNN Architecture A Brief History…

Table of Contents People Counter on OAK Introduction Configuring Your Development Environment Need Help Configuring Your Development Environment? Project Structure What Is a Script Node in DepthAI? Configuring the Prerequisites Defining the Utilities Setting Up Imports Video Detection Pipeline Tracker…

Table of Contents DETR Breakdown Part 3: Architecture and Details DETR Architecture 🏗️ CNN Backbone 🦴 Transformer Preprocessing ⚙️ Transformer Encoder 🔄 Transformer Decoder 🔄 Prediction Heads: Feed-Forward Network ➡️🧠 Importance of DETR 🌟 🔁 End-to-End Trainability ⏩ Parallel Decoding…

Table of Contents DETR Breakdown Part 2: Methodologies and Algorithms The DETR Model 👁️ Object Detection Set Prediction Loss 📉 Optimal Bipartite Matching 🔄 Optimal Bipartite Matching for Objects 🌐 Optimize Object Specific Losses 🔧 Quiz Time! 🤓 Summary Citation…