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. 2024 Sep 28;14:22441. doi: 10.1038/s41598-024-72312-3

Table 3.

Diagnostic ability of the AI system with each data-augmentation method.

Sensitivity Specificity Accuracy PPV NPV
No data-augmention 87.5 79.7 83.7 81.8 86.7
G 91.4 85.0 88.2 86.7 91.7
C 87.2 77.8 82.6 80.0 86.1
K 87.1 76.3 81.8 79.5 85.7
G + C 86.7 68.7 77.7 74.1 83.6
C + K 84.6 76.2 80.4 78.8 83.5
K + G 91.9 83.5 87.7 85.1 92.0
G + C + K 86.8 73.7 80.4 77.4 85.1

AI, Artificial intelligence.

PPV, Positive predictive value.

NPV, Negative predictive value.

G, Geometric transformations.

C, Color space transformations.

K, Kernel filtering.