Abstract There are problems of complex background, serious occlusion, and low accuracy foreign object detection on high-voltage transmission lines. In this paper, we propose an algorithm incorporating atrous convolution for the four types objects that more likely to appear lines: bird nests, balloons, kites, rubbish. The is based original YOLOv4 model, replacing SPP structure with ASPP structur...