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 5 不同网络模型之间的测试效果对比

Tab.5 Effect comparison of different network models

网络模型 主干网络 FLOPs/G Params/M mAP FPS/（frame·s−1） YOLOv3 Darknet-53 65.527 61.529 0.901 32 YOLOv4-Tiny CSPdarknet53-Tiny 6.823 5.876 0.875 45 SSD MobileNetv2 2.493 3.675 0.884 33 YOLOX Focus+CSPDarknet 11.254 8.938 0.952 35 ECSMv3_YOLOv4 MobileNetv3+ECSNet 4.882 8.851 0.978 37