Table of Contents Training YOLOv12 for Detecting Pothole Severity Using a Custom Dataset Introduction Dataset and Task Overview About the Dataset What Are We Detecting? Defining Pothole Severity Can the Pothole Severity Logic Be Improved? Configuring Your Development Environment Training…

Table of Contents People Tracker with YOLOv12 and Centroid Tracker Introduction Why People Tracker Monitoring Matters How YOLOv12 Enables Real-Time Applications Configuring Your Development Environment Downloading the Input Video Install gdown Download the Video Visualizing the Inference and Tracking Pipeline…

Table of Contents Breaking the CNN Mold: YOLOv12 Brings Attention to Real-Time Object Detection The YOLO Evolution (Quick Recap) YOLOv8: Introducing the C2f Module and OBB Support YOLOv9: Programmable Gradient Information and GELAN YOLOv10: NMS-Free Training and Dual Assignments YOLOv11:…

Table of Contents Chat with Graphic PDFs: Building an AI PDF Summarizer Configuring Your Development Environment Setup and Imports Upload the PDF Load the ColPali Model Index the Document Query the Document Retrieved Result Load the LLaVA Model Preprocess the…

Table of Contents Chat with Graphic PDFs: Understand How AI PDF Summarizers Work The Challenge of Processing Complex PDFs Layout Complexity Table and Figure Recognition Mathematical and Special Characters Enter the World of Multimodal Models The Power of RAG Key…

Table of Contents Getting Started with YOLO11 What Is YOLO11? Key Features of YOLO11 Supported Tasks Supported Modes Available Checkpoints Configuring Your Development Environment Setup and Imports How to Run Inference with YOLO11 Object Detection Instance Segmentation Image Classification Pose…

Table of Contents 3D Gaussian Splatting vs NeRF: The End Game of 3D Reconstruction? Block A — Initialization: SfM to Gaussian Splatting Block B — Rasterization Block C — Optimization Example: Gaussian Splatting in Self-Driving Cars Summary 3D Gaussian Splatting…

Table of Contents Create a 3D Object from Your Images with TripoSR in Python Image to 3D Objects Setting Up the Environment Importing Necessary Libraries Setting Up the Device Creating a Timer Utility Uploading and Preparing the Image Setting Up…

Table of Contents Photogrammetry Explained: From Multi-View Stereo to Structure from Motion Technique #1: Multi-View Stereo Technique #2: Structure from Motion Example: COLMAP Summary and Next Steps Next Steps Citation Information Photogrammetry Explained: From Multi-View Stereo to Structure from Motion…