Feature-enhanced fusion of U-NET-based improved brain tumor images segmentation

Journal of Cloud Computing

Advances, Systems and Applications

Table 6 Ablation experiments for MSD dataset

Model	Filter	Balanced Accuracy	F1 Score	Cohen's Kappa	Precision	Recall	Jaccard Index	ROC AUC
UNET	CLAHE	0.9808	0.9735	0.9646	0.9735	0.9735	0.9483	0.9823
FE1-UT	CLAHE	0.9864	0.9819	0.9758	0.9819	0.9818	0.9644	0.9879
UNET	MBOBHE	0.9828	0.977	0.9693	0.977	0.977	0.955	0.9846
FE2-UT	MBOBHE	0.9853	0.9798	0.9731	0.9798	0.9798	0.9604	0.986
UNET	MPHE	0.9842	0.978	0.9706	0.978	0.978	0.9569	0.9853
FE3-UT	MPHE	0.9842	0.9785	0.9713	0.9785	0.9785	0.9578	0.9856