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. 2020 Dec 3;6(12):133. doi: 10.3390/jimaging6120133

Table 3.

Experimental performance benchmarking (mean ± standard deviation).

Model Accuracy Sensitivity Specificity F1-Score
2D ResNet-50 0.620 ± 0.052 0.604 ± 0.0078 0.636 ± 0.061 0.613 ± 0.058
3D DenseNet + H 0.713 ± 0.047 0.711 ± 0.041 0.716 ± 0.064 0.713 ± 0.043
3D DenseNet + SepConv + H 0.733 ± 0.049 0.729 ± 0.069 0.738 ± 0.047 0.731 ± 0.054
3D DenseNet 0.640 ± 0.034 0.636 ± 0.034 0.644 ± 0.048 0.638 ± 0.032
3D DenseNet + NLB + SepConv 0.878 ± 0.039 0.871 ± 0.054 0.884 ± 0.075 0.877 ± 0.041
Proposed 0.922 ± 0.037 0.929 ± 0.053 0.916 ± 0.047 0.922 ± 0.038
2D ResNet-101 0.829 ± 0.043 0.822 ± 0.054 0.836 ± 0.061 0.828 ± 0.043
3D DenseNet-201 0.856 ± 0.033 0.871 ± 0.047 0.840 ± 0.055 0.858 ± 0.032
2D VGG-19 0.667 ± 0.033 0.662 ± 0.069 0.671 ± 0.059 0.664 ± 0.041
Previous [34] 0.861 ± 0.023 0.815 ± 0.011 0.883 ± 0.048 0.810 ± 0.037