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. 2023 Aug 1;9(8):e18826. doi: 10.1016/j.heliyon.2023.e18826

Table 4.

Compare the experimental results.

Model P/% R/% mAP@0.5/% FPS/(f·s−1) Weights/MB
SSD 92.68 85.67 92.2 17.01 95.92
Faster-RCNN 66.83 71.46 73.18 7.27 111.01
YOLO v3 88.76 89.34 90.2 24.45 242.2
YOLO v4 94.55 85.52 92.4 23.57 250.39
YOLO v7 89.91 91.2 93.2 44.25 73.1
YOLO v5s 92.4 90.3 93 80.65 14
YOLO v5-BDL 93.9 92.7 95.5 53.92 26.93