yolov8-object-tracking

[ultralytics==8.0.0]

Features

• Object Tracks
• Different Color for every track
• Video/Image/WebCam/External Camera/IP Stream Supported

Coming Soon

• Selection of specific class ID for tracking
• Development of dashboard for YOLOv8

Train YOLOv8 on Custom Data

• https://chr043416.medium.com/train-yolov8-on-custom-data-6d28cd348262

Steps to run Code

• Clone the repository

https://github.com/RizwanMunawar/yolov8-object-tracking.git

• Goto cloned folder

cd yolov8-object-tracking

• Install the ultralytics package

pip install ultralytics==8.0.0

• Do Tracking with mentioned command below

#video file
python yolo\v8\detect\detect_and_trk.py model=yolov8s.pt source="test.mp4" show=True

#imagefile
python yolo\v8\detect\detect_and_trk.py model=yolov8m.pt source="path to image"

#Webcam
python yolo\v8\detect\detect_and_trk.py model=yolov8m.pt source=0 show=True

#External Camera
python yolo\v8\detect\detect_and_trk.py model=yolov8m.pt source=1 show=True

• Output file will be created in the working-dir/runs/detect/train with original filename

Results

YOLOv8s Object Tracking	YOLOv8m Object Tracking

References

• https://github.com/abewley/sort
• https://github.com/ultralytics/ultralytics

My Articles

• https://muhammadrizwanmunawarvisionai.blogspot.com/2023/04/maximizing-efficiency-on-construction.html 🔥
• https://muhammadrizwanmunawarvisionai.blogspot.com/2023/03/instance-segmentation-vs-semantic.html ✅
• https://muhammadrizwanmunawarvisionai.blogspot.com/2023/03/mastering-image-classification.html 🔥
• https://muhammadrizwanmunawarvisionai.blogspot.com/2023/03/object-detection-in-agriculture.html ✅
• https://muhammadrizwanmunawarvisionai.blogspot.com/2023/03/techniques-for-accurate-data-annotation.html ✅
• https://muhammadrizwanmunawarvisionai.blogspot.com/2023/03/object-tracking-using-bytetrack.html 🔥
• https://muhammadrizwanmunawarvisionai.blogspot.com/2023/03/pose-estimation-computer-vision.html ✅
• https://chr043416.medium.com/train-yolov8-on-custom-data-6d28cd348262
• https://medium.com/augmented-startups/roadmap-for-computer-vision-engineer-45167b94518c
• https://medium.com/augmented-startups/yolor-or-yolov5-which-one-is-better-2f844d35e1a1
• https://medium.com/augmented-startups/train-yolor-on-custom-data-f129391bd3d6
• https://medium.com/augmented-startups/develop-an-analytics-dashboard-using-streamlit-e6282fa5e0f

LinkedIn Post on YOLOv8 Release

Don't forget to check out my Services

For more details, you can reach out to me on Medium or can connect with me on LinkedIn