YOLOv8 & YOLO11: Custom Object Detection & Web Apps 2025

Partner: Udemy
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Description: YOLOv8 and YOLO11: Cutting-Edge Object Detection ModelsYOLOv8 and YOLO11 are the latest state-of-the-art object detection models from Ultralytics, surpassing previous versions in both speed and accuracy. These models build upon the advancements of earlier YOLO versions, introducing significant architectural and training improvements, making them versatile tools for a variety of computer vision tasks.The YOLOv8 and YOLO11 models support a wide range of applications, including object detection, instance segmentation, image classification, pose estimation, and oriented object detection (OBB).Course StructureThis course is divided into two parts:Part 1: YOLOv8Introduction to YOLOOverview of CNN, RCNN, Fast RCNN, Faster RCNN, Mask R-CNNIntroduction to YOLOv8Comparison of YOLOv8 and YOLOv7 with a focus on License Plate DetectionRunning YOLOv8Setting up YOLOv8 on WindowsUsing YOLOv8 in Google ColabDataset PreparationHow to find datasetsData annotation, labeling, and automatic dataset splittingTraining YOLOv8Train/ Fine-Tune YOLOv8 Model on a Custom DatasetCustom Projects:Potholes DetectionPersonal Protective Equipment (PPE) DetectionPen and Book DetectionMulti-Object TrackingIntroduction to Multi-Object TrackingImplementing YOLOv8 with the DeepSORT algorithmRunning on Google ColabTraffic Analysis:Vehicle counting and car velocity calculationVehicle entry and exit countingYOLOv8 Segmentation with Tracking
Category: Development > Data Science > Object Detection
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Price: 79.99
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Source: Impact
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