
TwinStack ANPR
Automatic number plate recognition for Pakistani vehicles. Upload a CCTV clip or a photo and every vehicle is detected and tracked while a plate detector and an OCR model we trained ourselves read its number plate. Readings feed a live dashboard with a searchable vehicle log, entry/exit parking sessions with fees and watchlist alerts.
- Vehicle detection and tracking with YOLO11 and ByteTrack: cars, bikes, buses and trucks keep one ID through the clip
- Plate detector trained on 1,578 photos of Pakistani plates (Punjab, Sindh, Islamabad, KP): precision 1.00, recall 0.97 on held-out photos
- OCR model fine-tuned on 1,471 hand-checked plate crops: on vehicles it never saw in training it reads 88% of plates fully correct, up from 79%
TwinStack Studio · Co-Founder






