Track & Count Objects using YOLOv8 ByteTrack & Supervision
129.7 هزار بار بازدید -
2 سال پیش
-
Let's build together an application
Let's build together an application to track and count objects using Computer Vision. We used YOLOv8 for detection, ByteTrack for tracking, and the latest python library from Roboflow - Supervision for object counting.
Chapters:
0:00 Introduction
1:28 Setting up the Python environment for vehicle tracking
5:28 Using YOLOv8 for vehicle detection
6:27 Building custom inference pipeline with Supervision for a single image
12:37 Building custom inference pipeline with Supervision for a whole video
15:46 Tracking detections with ByteTrack
17:40 Counting objects crossing the line with Supervision
19:29 Training YOLOv8 Object Detection model on custom dataset
22:50 Detect, track, and count candies on the conveyor
25:50 Conclusion
Resources:
🌏 Roboflow: https://roboflow.com
🌌 Roboflow Universe: https://universe.roboflow.com
⭐ Supervision repository: https://github.com/roboflow/supervision
📝 Track and Count with YOLOv8 Blogpost: https://blog.roboflow.com/yolov8-trac...
📓 Track and Count Vehicles with YOLOv8 + ByteTRACK + Supervision Notebook: https://colab.research.google.com/git...
📓How to Train YOLOv8 Object Detection on a Custom Dataset Notebook: https://colab.research.google.com/git...
🎬 Count People in Zone | 3 Models: YOLOv5, YOLOv8 and Detectron2: Count People in Zone | Using YOLOv5, ...
🎬 YOLOv8 Object Counting in Real-time with Webcam, OpenCV and Supervision: YOLOv8 Object Counting in Real-time w...
🎬 YOLOv8: How to Train for Object Detection on a Custom Dataset: YOLOv8: How to Train for Object Detec...
🎬 Instance Segmentation in 12 minutes with YOLOv8 and Python: Instance Segmentation in 12 minutes w...
📓 Learn more about YOLOv8 and other Computer Vision models with Roboflow Notebooks: https://github.com/roboflow/notebooks
Stay updated with the projects I'm working on at https://github.com/roboflow and https://github.com/SkalskiP! ⭐
Chapters:
0:00 Introduction
1:28 Setting up the Python environment for vehicle tracking
5:28 Using YOLOv8 for vehicle detection
6:27 Building custom inference pipeline with Supervision for a single image
12:37 Building custom inference pipeline with Supervision for a whole video
15:46 Tracking detections with ByteTrack
17:40 Counting objects crossing the line with Supervision
19:29 Training YOLOv8 Object Detection model on custom dataset
22:50 Detect, track, and count candies on the conveyor
25:50 Conclusion
Resources:
🌏 Roboflow: https://roboflow.com
🌌 Roboflow Universe: https://universe.roboflow.com
⭐ Supervision repository: https://github.com/roboflow/supervision
📝 Track and Count with YOLOv8 Blogpost: https://blog.roboflow.com/yolov8-trac...
📓 Track and Count Vehicles with YOLOv8 + ByteTRACK + Supervision Notebook: https://colab.research.google.com/git...
📓How to Train YOLOv8 Object Detection on a Custom Dataset Notebook: https://colab.research.google.com/git...
🎬 Count People in Zone | 3 Models: YOLOv5, YOLOv8 and Detectron2: Count People in Zone | Using YOLOv5, ...
🎬 YOLOv8 Object Counting in Real-time with Webcam, OpenCV and Supervision: YOLOv8 Object Counting in Real-time w...
🎬 YOLOv8: How to Train for Object Detection on a Custom Dataset: YOLOv8: How to Train for Object Detec...
🎬 Instance Segmentation in 12 minutes with YOLOv8 and Python: Instance Segmentation in 12 minutes w...
📓 Learn more about YOLOv8 and other Computer Vision models with Roboflow Notebooks: https://github.com/roboflow/notebooks
Stay updated with the projects I'm working on at https://github.com/roboflow and https://github.com/SkalskiP! ⭐
2 سال پیش
در تاریخ 1401/10/30 منتشر شده
است.
129,749
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