Table 2 Ablation study results for CSAA and MPS modules on segmenting S-HRD and S-Polyp datasets.

From: EFCNet enhances the efficiency of segmenting clinically significant small medical objects

Methods

S-HRD

S-Polyp

DSC (%)

IoU (%)

DSC (%)

IoU (%)

U-Net

36.58

24.14

69.98

63.27

U-Net + CSAA

39.19

27.09

78.84

70.66

U-Net + MPS

38.98

26.85

80.20

74.14

U-Net + CSAA + MPS(Ours)

41.82

29.69

83.26

76.29

  1. Bold values indicate the highest performance in each category.
  2. CSAA cross-stage axial attention module, MPS multi-precision supervision module, DSC dice similarity coefficient, IoU intersection over union.
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