Table 1 Results (mean ± standard deviation) of ten CNN model architectures after ten averages (from high to low accuracy)
CNN models | ResNet-50 | ResNet-101 | ResNet-18 | DenseNet-201 | Inception-V3 |
|---|---|---|---|---|---|
ACC (%) | 90.51 ± 4.36 | 90.15 ± 3.03 | 89.90 ± 3.30 | 89.79 ± 2.84 | 89.79 ± 3.70 |
SE (%) | 89.02 ± 5.44 | 89.65 ± 3.86 | 89.05 ± 5.27 | 89.77 ± 4.16 | 89.50 ± 4.11 |
SP (%) | 92.00 ± 5.95 | 90.67 ± 3.86 | 90.77 ± 4.66 | 89.79 ± 4.10 | 90.06 ± 4.99 |
CNN models | Darknet-53 | ShuffleNet | Xception | Darknet-19 | MobileNet-v2 |
|---|---|---|---|---|---|
ACC (%) | 89.53 ± 1.80 | 89.40 ± 3.78 | 88.79 ± 1.21 | 88.28 ± 1.90 | 87.41 ± 1.83 |
SE (%) | 87.85 ± 3.99 | 87.43 ± 4.41 | 88.64 ± 2.95 | 88.05 ± 3.53 | 86.85 ± 1.98 |
SP (%) | 91.20 ± 3.16 | 91.35 ± 3.89 | 88.93 ± 3.47 | 88.46 ± 3.36 | 87.99 ± 2.88 |