基于混合域注意力YOLOv4的输送带纵向撕裂多维度检测

李飞,胡坤,张勇,王文善,蒋浩

Multi-dimensional detection of longitudinal tearing of conveyor belt based on YOLOv4 of hybrid domain attention

Fei LI,Kun HU,Yong ZHANG,Wen-shan WANG,Hao JIANG

表 3 改变注意力机制的网络性能测试结果

Tab.3 Network performance test results for changing attention mechanism

网络模型 主干网络 FLOPs/G Params/M mAP FPS/（frame·s−1） YOLOv4 MobileNetv3+SENet 7.030 11.309 0.952 33 YOLOv4 MobileNetv3+ECA 7.027 9.797 0.958 35 YOLOv4 MobileNetv3+CBAM 7.032 10.550 0.963 33 YOLOv4 MobileNetv3+ECSNet 7.029 9.798 0.976 34