This model is designed to detect pavement cracks and potholes in high-resolution drone imagery. Road surface deterioration can result from poor construction, heavy traffic loads, or weather conditions, all of which can compromise road safety, reduce driving comfort, and accelerate vehicle wear and tear. Timely and accurate detection is essential for civic authorities to carry out effective maintenance and prevent costly repairs in the future.

Conventional road inspections rely on human surveyors or advanced equipment, which, while accurate, can be time-consuming and expensive. This deep learning model offers an automated solution, using drone imagery to streamline pavement inspection and support more efficient road monitoring and maintenance.