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. 2022 May 19;22(10):3863. doi: 10.3390/s22103863

Table 5.

Average values of six-classifying model evaluation indices.

Category Model No Defect Hole Crack Foreign Matter
5 mm 7 mm 9 mm
Precision CNN 99.67% 99.82% 95.26% 94.78% 98.99% 99.02%
SCN 97.89% 96.84% 94.45% 93.51% 97.97% 98.07%
Recall CNN 99.80% 89.33% 100% 99.50% 98.64% 99.50%
SCN 99.35% 90.38% 98.68% 98.52% 95.78% 96.40%
F-score CNN 0.9973 0.9425 0.9757 0.9708 0.9881 0.9926
SCN 0.9860 0.9344 0.9649 0.9594 0.9685 0.9722