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. 2025 Sep 29;15:33668. doi: 10.1038/s41598-025-18202-8

Table 6.

Comparison of proposed H-fusion-SEG model with state-of-arts models based on HAM10000.

Model PACC IoU Dice Epochs Training time
D_U-Net49 0.87 N/A 0.89 N/A N/A
SkinSAM50 0.84 0.66 0.79 N/A N/A
SegNet42 0.88 0.75 0.82 N/A N/A
DeepLabV342 0.90 0.79 0.86 N/A N/A
U-Net42 0.91 0.81 0.84 N/A N/A
Ensemble model42 0.95 0.90 0.93 N/A N/A
ResUNet++39 0.92 0.92 0.92 40 N/A
MFSNet51 N/A 0.90 0.91 N/A 9 h
Proposed model 0.97 0.93 0.96 45 3 h