基于窗口自注意力网络与YOLOv5融合的输电线路通道异物检测

薛昂, 姜恩宇, 张文涛, 林顺富, 米阳

Detection of Foreign Bodies in Transmission Line Channels Based on Fusion of Swin Transformer and YOLOv5

XUE Ang, JIANG Enyu, ZHANG Wentao, LIN Shunfu, MI Yang

表3 主流检测方法对比

Tab.3 Comparison of mainstream detection methods

检测方法 F1/% mAP/% FPS/(帧·s-1) 模型大小/MB SSD 62.5 73.4 45 86.7 Fast R-CNN 69.3 77.2 15 207 YOLOv4 73.6 80.3 43 55.4 YOLOv5 76.7 83.9 57 25.2 YOLOv5-SAS 84.4 90.2 48 27.6