NYC Congestion Pricing Analysis
Vision-based analysis of New York City congestion pricing using public traffic camera observations.
This project studies New York City’s congestion-pricing rollout through automated analysis of public traffic camera observations.

The work uses citywide camera data to compare traffic patterns before and after the January 2025 policy change, with public visualizations, interactive maps, and a Hugging Face dataset for reproducibility and visualization of results. It extends the broader urban perception line of work from individual intersections to city-scale policy analysis.
- Role: Lead author
- Artifacts: Preprint on arXiv, project page, interactive map, real-time visualization, and Hugging Face dataset
- Keywords: Congestion pricing, traffic cameras, city-scale computer vision, traffic density, public policy analysis, urban mobility datasets
Links: GitHub, Hugging Face dataset, arXiv, project page, interactive map, real-time map.