Problem / Context
Pharma QC needed automated defect detection on vial trays (empty, missing label, deformed, mixed, low fill).
What it does
- Multi-defect detection with configurable thresholds
- PyQt6 UI, drag-and-drop + batch processing, annotated result images
- Standalone single .exe deploy
Engineering notes
Python 3.8+, PyQt6, OpenCV, NumPy, SciPy, scikit-image, Pillow; PyInstaller build; ~1-3s per image.
Outcome / Value
Niche pharma QC automation desktop app sellable to manufacturing clients.
Screens
