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Table 1 Percentage of wrongly-assigned labels, averaged over all shapes, or over mechanical clusters, for the training data, with either the morphological or spherical harmonics distances, using data augmentation

From: Mechanical assessment of defects in welded joints: morphological classification and data augmentation

 

No data augmentation

Data augmentation

 

etr(%)

\(\text{e}'_{\text{tr}} (\%)\)

etr(%)

\(\text{e}'_{\text{tr}} (\%)\)

Morphological distance

13

10

6

5

Morphological distance

18

26

6

19

Spherical harmonics

16

19

8

8

Spherical harmonics

29

34

9

27