Roads are an essential part of modern life. They connect cities and villages, support businesses, and make the movement of people and goods possible. However, roads gradually deteriorate because of heavy traffic, changing weather conditions, water damage, and regular use. Cracks, potholes, and uneven surfaces can make roads unsafe and increase the cost of vehicle maintenance. Identifying these problems early is important for preventing accidents and extending the life of road infrastructure. Traditional road inspection methods often require trained personnel to examine road surfaces and record visible damage. Although these methods are useful, they can be expensive, time-consuming, and difficult to apply consistently across large road networks. To overcome these challenges, researchers are exploring robotic vehicles, advanced cameras, and image-processing technologies to improve road inspection. One promising development is the use of Unmanned Ground Vehicles (UGVs), which are robotic ...