Basketball Player Tracking, Team Detection, and Number Recognition with Python

code: https://colab.research.google.com/github/roboflow-ai/noteboo...

- player and number detection with RF-DETR

- player tracking with SAM2

- team clustering with SigLIP, UMAP and K-Means

- number recognition with SmolVLM2

- perspective conversion with homography

- player trajectory correction

- shot detection and classification