TABLE 5.

Performance comparison of KneeXNet with transformer-based models on the test set and an independent dataset.

Model	Test set			Independent dataset
	Abnormality	ACL tear	Meniscal tear	Abnormality	ACL tear	Meniscal tear
ViT	0.962 $\pm$ 0.005	0.943 $\pm$ 0.006	0.937 $\pm$ 0.006	0.955 $\pm$ 0.006	0.935 $\pm$ 0.007	0.929 $\pm$ 0.007
Swin Transformer	0.970 $\pm$ 0.004	0.952 $\pm$ 0.005	0.946 $\pm$ 0.005	0.963 $\pm$ 0.005	0.944 $\pm$ 0.006	0.938 $\pm$ 0.006
KneeXNet	0.985 $\pm$ 0.003	0.972 $\pm$ 0.004	0.968 $\pm$ 0.004	0.978 $\pm$ 0.004	0.964 $\pm$ 0.005	0.960 $\pm$ 0.005

The bold values represent the best-performing results for each respective metric or category.