Introducing the “Solar Panel Crack Detection System Using Drone-Based Computer Vision”: a real-time fusion of cutting-edge drone agility and computer vision accuracy, meticulously designed to enhance the reliability and longevity of solar panels by swiftly identifying and pinpointing even the subtlest cracks, ensuring timely maintenance and maximizing sustainable energy output.