Table 8.
Benchmark cervical intraepithelial neoplasia classification results[19]
| Scoring scheme | Precision | Recall | F1 | ACC | AUC | AP | MCC | κ |
|---|---|---|---|---|---|---|---|---|
| Exact class label | 88.6 | 88.5 | 88.0 | 88.5 | 96.5 | 91.5 | 82.0 | 81.5 |
| CIN versus normal | 94.6 | 94.1 | 94.0 | 94.1 | 93.8 | 97.7 | 88.5 | 87.9 |
| CIN3-CIN2 versus CIN1-normal | 96.8 | 96.7 | 96.7 | 96.7 | 96.0 | 98.9 | 92.7 | 92.5 |
| CIN3 versus CIN2-CIN1-normal | 96.2 | 96.0 | 96.0 | 96.0 | 88.4 | 98.3 | 85.3 | 84.8 |
| Off-by-one | - | - | - | 98.9 | - | - | - | - |
CIN: Cervical intraepithelial neoplasia, F1: F1-score, ACC: Accuracy, AUC: Area under the ROC curve, ROC: Receiver operating characteristic, AP: Average precision, MCC: Matthews correlation coefficient, κ: Cohen’s kappa score