01PORTFOLIO

Selected work

container_batch_01.dbOCR ✓
LOGISTICS · OCR & VALIDATION
Container OCR Validation System

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.

YOLO (ONNX)TrOCRFastAPIReactSQLite
glove_qc_live.mp4LIVE
MANUFACTURING · REAL-TIME QC
Glove Detection & QC for Manufacturing

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.

YOLODjangoWebSocketsModbus TCPOpenCV
smart_bar_cam.mp4LIVE
RETAIL ANALYTICS · DUAL DETECTION
AI-Powered Smart Bar Analytics

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.

YOLORT-DETRSMOTERoboflowPyTorch
person_track_demo.mp4LIVE
SURVEILLANCE · DETECTION & TRACKING
Real-Time Person Detection & Tracking

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.

YOLOByteTrackOpenCVPython