融合流体自动标注与轻量化YOLOv8n的泥石流实时检测方法

王平,徐安之,赵洪黎,魏小源,杨富龙

Real-time debris flow detection method combining fluid automatic annotation and lightweight YOLOv8n

Ping WANG,Anzhi XU,Hongli ZHAO,Xiaoyuan WEI,Fulong YANG

表 3 不同注意力机制对比实验结果

Tab.3 Results of comparison experiments with different attention mechanisms

注意力机制 FLOPs/G Params/M mAP@0.5/% YOLOv8n 8.2 3.0 82.0 +CBAM 8.3 3.0 82.7 +SE 8.2 3.0 81.8 +SimAM 8.2 3.0 81.3 +EMA 8.3 3.0 82.5 +LGSA 8.3 3.0 83.3