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. 2024 Jan 30;10:e1830. doi: 10.7717/peerj-cs.1830

Table 1. Comparison of various attention mechanisms in YOLOv5s (map@0.5).

Model Helmet Pascal VOC Tomato
YOLOv5s 0.841 0.767 0.905
YOLOv5s (SE) 0.849 0.770 0.913
YOLOv5s (CBAM) 0.836 0.772 0.911
YOLOv5s (CA) 0.855 0.775 0.916

Note:

The best results are in bold.