Selected work
Batch-processes container images: YOLO finds the ID plate, TrOCR reads it, and every code is validated against ISO 6346. Operators review flagged results, correct them, and files auto-rename — with full batch history in SQLite.
Real-time glove compliance monitoring with up to six operator-defined detection zones on live video, wired directly into the production line via bidirectional Modbus TCP PLC communication.
Two models on one live feed: YOLO classifies customers vs. employees at 90%+ accuracy, while RT-DETR spots small, occluded items like cups and bottles at 95%+ — trained on imbalanced data using SMOTE.
Detects and locks onto people in video with stable identity tracking frame to frame — the foundation for counting, dwell-time analytics, and multi-camera re-identification.