Table 7 Ablation experiments of the proposed model on self-built tubing corrosion pit image dataset.

From: Research on the performance of the SegFormer model with fusion of edge feature extraction for metal corrosion detection

Baseline

EEM

FFM

mIoU \(\uparrow\)

Acc \(\uparrow\)

FPS \(\uparrow\)

Params \(\downarrow\)

Flops \(\downarrow\)

\(\checkmark\)

  

86.31

95.36

62.06

3.72

6.85

\(\checkmark\)

\(\checkmark\)

 

88.66

96.29

47.32

3.87

9.13

\(\checkmark\)

\(\checkmark\)

\(\checkmark\)

89.32

96.52

61.74

3.60

3.06

  1. Significant values are in bold.
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