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. 2023 Apr 17;13(7):4205–4221. doi: 10.21037/qims-21-1182

Table 2. Comparison of detection performance of YOLOv4-GNet and other models.

Model F1-score Precision (%) Sensitivity (%) Specificity (%)
R-CNN 0.39 56.25 30.25 33.63
SPP-Net 0.26 68.95 16.03 20.75
Fast R-CNN 0.45 58.31 36.83 39.98
Faster R-CNN 0.56 70.00 47.06 46.88
FPN 0.57 83.00 43.70 46.87
Yolov4-GNet 0.87 86.34 86.69 90.63

R-CNN, region-convolutional neural network; SPP, spatial pyramid pooling; CNN, convolutional neural network; FPN, feature pyramid networks.