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•Featured Project
SmartCampus Vision: Real-time Helmet Violation Tracking
YOLOv8ByteTrackKafkaPostgreSQLGrafana
About this Project
My thesis project: a real-time pipeline that detects and tracks motorcycle helmet violations with YOLOv8 and ByteTrack, then feeds a PostgreSQL star schema and a live Grafana dashboard for campus traffic analytics.
Details
End-to-end ML workflow: dataset annotation, augmentation, training and evaluation (91.4% mAP@50).
Streaming stack: Kafka ingests detections, a PostgreSQL star-schema data mart stores them, and Grafana shows the results in real time.
Thesis at Institut Teknologi Sumatera (ITERA), defended June 2026.
Technologies Used
Y
YOLOv8B
ByteTrackK
KafkaP
PostgreSQLG
Grafana