Tutorial

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 Generating Video Highlights Using the SmolVLM2 Model Configuring Your Development Environment Setup and Imports Setup Logger Get Video Duration in Seconds Load Model and Processor Analyze Video Content Determine Highlights Process Video Segment Concatenating Video Scenes into…

Table of Contents SmolVLM to SmolVLM2: Compact Models for Multi-Image VQA SmolVLM 1: A Compact Yet Capable Vision-Language Model What Is SmolVLM? Why SmolVLM? The Three Variants of SmolVLM Architecture Overview Vision Encoder: SigLIP Variants Pixel Shuffle (Space-to-Depth) for Image…

Table of Contents Video Understanding and Grounding with Qwen 2.5 Enhanced Video Comprehension Ability in Qwen 2.5 Models Dynamic Frame Rate (FPS) and Absolute Time Encoding Multimodal Rotary Position Embedding (MRoPE) Robustness Through Training Innovations Hands-On Qwen2.5 for Video Understanding…

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 Content Moderation via Zero Shot Learning with Qwen 2.5 What Is Content Moderation? Content Moderation for Social Media Safety Facebook Hateful Memes Challenge Overview of Qwen 2.5 Vision-Language Models Era of Vision-Language Models Introducing Key Features of…

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…