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. 2024 May 23;24(11):3321. doi: 10.3390/s24113321

Table 3.

Performance comparison between mainstream object detection algorithms.

Class mAP (%) FPS Time Consumption Weight
YOLOv3 83.03 21.56 13.01 h 123.5 MB
SSD 82.92 21.25 14.12 h 178 MB
YOLOv5m 85.24 23.07 8.2 h 81.2 MB
YOLOv5s 83.51 26.14 5.4 h 14.4 MB
YOLOv5l 86.18 21.34 10 h 93.8 MB