This deep learning model detects cars in high-resolution drone and aerial imagery. Applications include traffic management, parking lot analysis, and urban planning. Additionally, car detection serves as a proxy for economic indicators and retail sales estimation. The high spatial and temporal resolution of drone and aerial imagery makes it ideal for accurate and timely vehicle detection across diverse environments.