Table 6 Ablation Study for Segmentation (ISIC 2020 Dataset).

From: HyperFusionNet combines vision transformer for early melanoma detection and precise lesion segmentation

Method

Params (M)

Dice coefficient

Jaccard index

HyperFusion-Net (Full)

3.15

0.911

0.854

HyperFusion-Net w/o Fusion Block

3.10

0.880

0.820

HyperFusion-Net w/o Attention Gates

3.12

0.895

0.835

HyperFusion-Net w/ Single-Path ViT

2.95

0.885

0.825

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