Air pollution is a critical global health issue, demanding innovative monitoring solutions. Traditional methods, reliant on ground stations, are expensive and geographically limited, hindering comprehensive coverage. Recent strides in technology have spotlighted the potential of using visual data from surveillance cameras as a cost-effective alternative for air quality assessment.