Ground search and rescue services are becoming more crucial in urban and sub-urban areas due to the increasing number of accidents, emergencies, and disasters that affect both urban dwellers and travelers. This includes incidents like natural disasters, fires, accidents, or individuals who may go missing due to medical conditions or other reasons. With dense populations and complex infrastructures in these areas, rescuers must often rely on ground-based operations to locate and assist affected individuals.