Table 7 Quantitative results of the ISIC 2018 dataset. (bold indicates the best)

Model	year	mIoU	mDSC	Acc	Spe	Sen	Pre
Unet²	2015	0.661	0.786	0.709	0.723	0.711	0.792
UnetV2⁴⁷	2018	0.646	0.794	0.761	0.721	0.713	0.775
Unet++⁴	2019	0.681	0.812	0.741	0.716	0.714	0.763
Att-Unet⁴⁸	2018	0.693	0.813	0.793	0.734	0.723	0.782
TransUNet⁵⁴	2021	0.702	0.815	0.816	0.757	0.733	0.787
TransFuse⁵⁵	2021	0.706	0.818	0.852	0.775	0.742	0.784
Swin-Unet⁵⁶	2021	0.721	0.821	0.831	0.782	0.751	0.789
DoubleU-Net³⁷	2020	0.735	0.836	0.852	0.796	0.765	0.802
VMUNet⁵²	2024	0.745	0.845	0.864	0.805	0.831	0.823
VMUNetV2⁵³	2024	0.785	0.875	0.878	0.831	0.815	0.834
VMUnet-MSADI		0.793	0.879	0.895	0.878	0.823	0.852

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