Table 7 Baseline CNN performance without fuzzy integration.

From: Transfer learning with fuzzy decision support for multi-class lung disease classification: performance analysis of pre-trained CNN models

Architecture

Accuracy (%)

Sensitivity (%)

Specificity (%)

Precision (%)

F1-score

VGG16

96.8 Â ± 0.3

96.5 Â ± 0.4

97.1 Â ± 0.3

96.7 Â ± 0.3

0.966

VGG19

97.2 Â ± 0.2

96.9 Â ± 0.3

97.5 Â ± 0.2

97.1 Â ± 0.3

0.97

ResNet50

97.8 Â ± 0.2

97.5 Â ± 0.3

98.1 Â ± 0.2

97.7 Â ± 0.2

0.976