Table 2.

Quantitative comparison for severity assessment tasks with the state-of-the-art methods.

Method	Accuracy	Precision	Recall	F1 Score	AUC
ResNet50-3d	0.913$\pm$0.059	0.902$\pm$0.118	0.756$\pm$0.106	0.786$\pm$0.112	0.759$\pm$0.102
ResNet50+Max	0.924$\pm$0.497	0.856 $\pm$ 0.154	0.793$\pm$0.106	0.816$\pm$ 0.120	0.803$\pm$0.090
Gated Att. MIL[39]	0.955$\pm$0.015	0.879$\pm$0.054	0.946$\pm$0.019	0.906$\pm$ 0.037	0.973$\pm$0.024
Tang et al.[3]*	0.875	-	0.933	-	0.910
Yang et al.[37]	-	-	0.750	-	0.892
Cls. Only (Ours)	0.969$\pm$0.023	0.928$\pm$0.073	0.958$\pm$0.031	0.938$\pm$0.045	0.980$\pm$0.013
M${}^2$UNet (Ours)	0.985$\pm$0.005	0.975$\pm$0.022	0.952$\pm$0.011	0.963$\pm$0.011	0.991$\pm$0.010