A novel Fusion Convolutional Network (FCN) is proposed in this research for potential real-time monitoring of insulators using unmanned aerial vehicle (UAV) edge devices. Precise airborne imaging of outdoor objects. such as high voltage insulators. suffers from varied object resolution. https://www.divivoyance.com/product-category/electric-nail/