Table 2.
Performance of FCOS detector based on ResNet-50 and ResNet-101, Retinanet, YOLOv3 and YOLOv4.
Model | Precision | Recall | F1-Score | mAP |
---|---|---|---|---|
ResNet-50 | 12.9 | 94.9 | 22.7 | 85.5 |
ResNet-101 | 26.7 | 78.6 | 39.9 | 90.3 |
RetinaNet | 68.5 | 91.7 | 78.4 | 90.5 |
YOLOv3 | 61.7 | 91.5 | 73.7 | 89.1 |
YOLOv4 | 74.2 | 93.1 | 82.6 | 93.6 |