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test_final / ui /README.md

Abdelrahman Almatrooshi

docs: README updates in subfolders

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ui/

OpenCV demo + inference pipelines used by main.py (FastAPI WebSocket /ws/video, latest-frame buffer; React UI + SQLite sessions).

Files: pipeline.py (FaceMesh, MLP, XGBoost, Hybrid), live_demo.py (webcam + mesh + label).

Pipelines: Geometric / MLP (mlp_best.pt + scaler) / XGBoost (xgboost_face_orientation_best.json) / hybrid + optional L2CS veto.

Run demo:

python ui/live_demo.py
python ui/live_demo.py --xgb

m = cycle mesh, p = switch pipeline, q = quit. Same pipelines back the FastAPI WebSocket video in main.py.