Background

Apply computer vision and traffic-analysis methods within a traffic analysis service supporting smart-road deployment across the Italian road network; traffic data extraction and connected-road technology deployment support.

AI pipelines for vehicle detection, multi-object tracking, re-identification, lane assignment, and lane-level speed estimation from roadside cameras; integrated video observations with SUMO/TraCI for real-time digital-shadow models; merging-behaviour analysis via TCA, dTCA, and TTC.

Guided students applying YOLO-based models to vehicle detection on aerial highway video; supported practical video-based traffic-monitoring activities.

Surveying support and contract control on road-construction projects, alongside undergraduate and graduate study.

Focus: AI, computer vision, smart roads, C-ITS, traffic data analytics. Thesis: "Leveraging AI Techniques for Enhanced Traffic Data Collection at Motorway Merging Areas." Supervisor: Prof. Gennaro Nicola Bifulco · Co-supervisor: Prof. Angelo Coppola.

Transportation Engineering coursework: 18.20/20.