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. 2022 Jun 28;8(7):182. doi: 10.3390/jimaging8070182

Table 5.

Ship Detection results’ comparison using YOLOv3, YOLOv4 and YOLOv5 algorithms.

Evaluation Measures YOLOv3 Algorithm YOLOv4 Algorithm YOLOv5 Algorithm
F1-Score 0.56 0.58 0.61
Recall 0.44 0.59 0.63
Precision 0.71 0.67 0.70
mAP 0.49 0.61 0.65