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. 2024 May 28;14:12178. doi: 10.1038/s41598-024-62629-4

Table 2.

Results of the ablation study of the optimized model in our dataset.

CBAM GELU EfficiCIoU P R mAP@0.5 mAP@0.5:0.95 FPS Params GFLOPs Time
0.891 0.833 0.941 0.725 66 7.02 16.01 0.0091
0.910 0.890 0.949 0.729 52 11.32 19.94 0.0107
0.899 0.857 0.943 0.721 67 8.33 13.71 0.0100
0.899 0.855 0.950 0.727 58 8.45 14.10 0.0123
0.919 0.891 0.956 0.732 48 11.76 20.00 0.0128
0.920 0.893 0.943 0.737 48 12.00 20.92 0.0147
0.904 0.889 0.947 0.730 54 9.11 15.88 0.0111
0.933 0.896 0.963 0.740 47 12.01 21.69 0.0150