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Table 4 Complexity comparison. The numbers are obtained on a single NVIDIA GTX1080Ti GPU. All the numbers are the smaller the better

From: Attention-based dual-path feature fusion network for automatic skin lesion segmentation

Methods

FLOPs

Parameters(M)

Time(ms)

U-Net [18]

44.4G

10.1

8.4

Attention-UNet [47]

47.4G

22.2

8.8

R2U-Net [48]

50.9G

25.4

18.3

BCDU-Net [24]

39.8G

20.7

28.8

HiFormeS [25]

17.02G

31.5

17.1

Ours(VGG)

32.4G

16.2

16.3

Ours(ResNet101)

17.18G

46.2

17.1

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BioData Mining

ISSN: 1756-0381