The YOLOv8 team just released (March 9, 2023) native support for object tracking algorithms (ByteTrack and BoT-SORT): docs.ultralytics.com/tasks/tr...
The video will show you how to use the new YOLOv8 object tracking functionality using a live webcam stream.
Whether you're an experienced developer or a beginner in the field of computer vision, this video covers everything you need to know to get started with object tracking using YOLOv8. With step-by-step instructions, you'll learn how to use state-of-the-art deep-learning models to track objects in videos and live streams.
Chapters:
00:00 Introduction
00:44 Setup Python environment
01:28 Real-time object tracking in the terminal with YOLOv8 CLI
02:17 Bulk video tracking with YOLOv8 SDK
04:56 Setting up inference loop with YOLOv8 SDK
06:11 Bounding box annotation with Supervision
08:18 YOLOv8 tracking ⭐
10:26 Real-time object counting with Supervision
12:57 Conclusion
Resources:
⭐ GitHub repository with demo project: github.com/SkalskiP/yolov8-na...
🌏 Roboflow: roboflow.com
🌌 Roboflow Universe: universe.roboflow.com
⭐ Supervision repository: github.com/roboflow/supervision
🎬 Track & Count Objects using YOLOv8 ByteTrack & Supervision: • Track & Count Objects ...
🎬 Count People in Zone | 3 Models: YOLOv5, YOLOv8 and Detectron2: • Count People in Zone |...
🎬 YOLOv8 Object Counting in Real-time with Webcam, OpenCV, and Supervision: • YOLOv8 Object Counting...
🎬 YOLOv8: How to Train for Object Detection on a Custom Dataset: • YOLOv8: How to Train f...
📓 Learn more about YOLOv8 and other Computer Vision models with Roboflow Notebooks: github.com/roboflow/notebooks
Stay updated with the projects I'm working on at github.com/roboflow and github.com/SkalskiP! ⭐
5 авг 2024