awesome-yolov8

In this repository, you'll find pre-trained YOLOv8 models trained to identify a wide range of different objects and solve different problem. This repository includes models ranging in size from YOLOv8n to YOLOv8x.

Where a dataset used in a model is available publicly, a link is added to the data in the Dataset Page links provided below. Live demonstrations and deployment options for the models are available at the provided demo page links.

Model Zoo

Retail Coolers

mAP@0.5 score	Model Type	Dataset Creator	Demo Page	Dataset Page
0.876	YOLOv8s	Roboflow Universe Projects

Face Detection

mAP@0.5 score	Model Type	Dataset Creator	Demo Page	Dataset Page
0.897	YOLOv8s	Mohamed Traore

Basketball Players

mAP@0.5 score	Model Type	Dataset Creator	Demo Page	Dataset Page
0.891	YOLOv8n	Roboflow Universe Projects

Mug Detector

mAP@0.5 score	Model Type	Dataset Creator	Demo Page	Dataset Page
0.995	YOLOv8n	James

Cash Counter

mAP@0.5 score	Model Type	Dataset Creator	Demo Page	Dataset Page
0.980	YOLOv8n	Alex Hyams

Face Detection

mAP@0.5 score	Model Type	Dataset Creator	Demo Page	Dataset Page
0.897	YOLOv8s	Mohamed Traore

Basketball Players

mAP@0.5 score	Model Type	Dataset Creator	Demo Page	Dataset Page
0.891	YOLOv8n	Roboflow Universe Projects

Mug Detector

mAP@0.5 score	Model Type	Dataset Creator	Demo Page	Dataset Page
0.995	YOLOv8n	James

Highway Object Detection

mAP@0.5 score	Model Type	Dataset Creator	Demo Page	Dataset Page
0.773	YOLOv8s	Universitas Tidar

Football Info Detection

mAP@0.5 score	Model Type	Dataset Creator	Demo page	Dataset Page
0.773	YOLOv8s	Duong Tran
0.786	YOLOv8l

Beverage Containers

mAP@0.5 score	Model Type	Dataset Creator	Demo Page	Dataset Page
0.950	YOLOv8n	Roboflow Universe Projects

Mask Wearing

mAP@0.5 score	Model Type	Dataset Creator	Demo Page	Dataset Page
0.942	YOLOv8n	Roboflow Universe Projects

Pills

mAP@0.5 score	Model Type	Dataset Creator	Demo Page	Dataset Page
0.985	YOLOv8s	IVE

Mahjong Tiles

mAP@0.5 score	Model Type	Dataset Creator	Demo Page	Dataset Page
0.891	YOLOv8m	Augix

Graffiti

mAP@0.5 score	Model Type	Dataset Creator	Demo Page	Dataset Page
0.432	YOLOv8m	Saad

Rapid React

mAP@0.5 score	Model Type	Dataset Creator	Demo Page	Dataset Page
0.971	YOLOv8s	Anthony - FRC

Go Positions

mAP@0.5 score	Model Type	Dataset Creator	Demo Page	Dataset Page
0.982	YOLOv8n	Tim Evans (Synthetic Data)

Playing Cards (from Augmented Startups)

mAP@0.5 score	Model Type	Dataset Creator	Demo Page	Dataset Page
0.995	YOLOv8n	Augmented Startups

Learning Resources

Blog Posts

• YOLOv8 Ultralytics: State-of-the-Art YOLO Models
• How to Train YOLOv8 Object Detection on a Custom Dataset
• What is YOLOv8? The Ultimate Guide.

Video Tutorials

• Ultralytics Live Session Ep. 3: Ultralytics YOLOv8 - The State-of-the Art YOLO Model
• YOLOv8 Object Detection Tutorial
• YOLOv8 Instance Segmentation Tutorial
• YOLOv8 ByteTrack Object Tracking Tutorial

Contributing

Have you built a YOLOv8 model that you want to add to the list above? Great! To contribute, submit a PR to the README.md file in this repository that adds your project to the bottom of the Model Zoo section. Links to both the demo and dataset pages are optional, although you must submit either a demo or a dataset for your project to be added to the list.