Table 2.
Comparison of the model confusion matrix and its parameter results for YOLO V7.
Evaluation indicators | Training set | Test set | ||||
YOLO V7 (ResNet 50) | YOLO V7 (Inception V3) | p-value | YOLO V7 (ResNet 50) | YOLO V7 (Inception V3) | p-value | |
Accuracy | 0.83 | 0.84 | 0.001 | 0.86 | 0.83 | 0.001 |
Sensitivity | 0.91 | 0.90 | 0.001 | 0.94 | 0.91 | 0.001 |
Specificity | 0.59 | 0.63 | 0.001 | 0.61 | 0.60 | 0.001 |
AUC | 0.90 | 0.82 | 0.001 | 0.86 | 0.83 | 0.001 |
Mean IoU | 0.68 | 0.68 | 0.002 | 0.68 | 0.69 | 0.001 |
F1 score | 0.90 | 0.88 | 0.001 | 0.91 | 0.89 | 0.001 |
Mean IoU, mean intersection over union; AUC, area under curve; YOLO V7, You Only Look Once Version 7.