Table 5 Overall comparison of all models with evaluation metrics on brats different modalities.

Methods	Modality	AC	DS	PV	SS
3D-UNet	T1	0.990	0.811	0.736	0.941
	T1-CE	0.990	0.807	0.732	0.938
	FLAIR	0.992	0.823	0.737	0.943
	T2	0.989	0.812	0.735	0.944
VoxResNet	T1	0.990	0.810	0.737	0.937
	T1-CE	0.989	0.813	0.732	0.943
	FLAIR	\(\bf {0.991}\)	\(\bf {0.822}\)	\(\bf {0.751}\)	0.942
	T2	0.990	0.807	0.729	0.944
DRINet	T1	0.989	0.793	0.701	0.958
	T1-CE	0.988	0.800	0.711	0.959
	FLAIR	0.989	0.805	0.708	\(\bf{0.969}\)
	T2	0.987	0.789	0.700	0.958
	T1	0.989	0.801	0.736	\(\:0.965\)
3D-QNet	T1-CE	0.989	0.811	0.740	0.957
	FLAIR	\(\bf{0.991}\)	\(\bf{0.821}\)	\(\bf{0.751}\)	0.957
	T2	0.990	0.814	0.736	0.960
	T1	0.989	0.801	0.736	0.965
3D-QTRNet	T1-CE	0.989	0.811	0.740	0.957
	FLAIR	0.991	0.821	0.751	0.957
	T2	0.990	0.814	0.736	0.960

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