A ResNet50-Based Approach to Detect Multiple Types of Knee Tears Using MRIs

Table 2

Comparison of all models employed in this study.

Number of slices	Tear type	Sagittal plane		Coronal plane		Axial plane
		Accuracy	ROC-AUC	Accuracy	ROC-AUC	Accuracy	ROC-AUC
18	ACL	0.81	0.86	0.76	0.83	0.86	0.92
	Abnormal	0.89	0.75	0.87	0.78	0.90	0.87
	Meniscus	0.70	0.74	0.67	0.73	0.72	0.74
3	ACL	0.77	0.82	0.71	0.77	0.83	0.87
	Abnormal	0.90	0.89	0.86	0.78	0.91	0.90
	Meniscus	0.79	0.82	0.72	0.72	0.70	0.73
1	ACL	0.79	0.83	0.71	0.79	0.82	0.89
	Abnormal	0.89	0.83	0.83	0.76	0.90	0.89
	Meniscus	0.71	0.76	0.70	0.72	0.68	0.73