Modelling error
Structural complexity
Robustness
Data preprocessing models
Machine learning models
User input
Automated
design
GOLEM graph optimiser
Initial pipeline
Composite pipeline
Modelling results
Metrics evaluation
Pipeline serialization
Composing
Web Speech TTS · Accessibility features
• POST /api/detect• GET /api/products
YOLOv8 (detection) + pyzbar (barcode)Inputs: image frame | Outputs: product key, confidence.
• Frontend: React, Tailwind• Backend: Flask, ultralytics• AI: YOLOv8, pyzbar, pytesseract• DB: products.json / Postgres• Dev: VS Code, Docker (optional)
Barcode = deterministic (high confidence)YOLO = probabilistic (confidence score)OCR = fallback (text match)
by aizen
