NCKU Miin Wu School of Computing Project YOLOv8 on Basketball Sports, including player detection, pose estimation.
- Official GitHub: https://github.com/ultralytics/ultralytics
- Official Doc: https://docs.ultralytics.com/
- Official Doc Usage/Configuration: https://docs.ultralytics.com/usage/cfg/
- Robolow(Label Platform): https://roboflow.com/
The dataset is provided by National Cheng Kung University Women’s Basketball Team.(Private for now)
And we use Roboflow platform to label the dataset.
By training the model with custom dataset, we build a model to detect player actions.
The current model can detect actions below:
- Shot
By using pretrained model, we can get the pose estimation result as the video below.
- Build a player detection model
- Build a ball tracking model
- Auto clip the highlight of the game from shot detection
- Add more action detection