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. 2024 Dec 24;25(12):454. doi: 10.31083/j.rcm2512454

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.