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2 消融实验结果对比

Tab.2 Comparison of ablation results

名称 S-T ASFF SIOU F1/% mAP@50% FPS/(帧·s-1) 模型大小/MB YOLOv5 76.7 83.9 57 25.2 YOLOv5-S √ 81.1 87.5 52 26.1 YOLOv5-A √ 80.6 86.2 54 25.7 YOLOv5-SA √ √ 83.1 89.6 46 27.6 YOLOv5-SAS √ √ √ 84.4 90.2 48 27.6