Table 9.
Performance results of some deep CNN calculated with IRF feature selection (%).
| Acc | Sen | Spe | Prec | F_score | MCC | Kappa | Dice | Jaccard | Time (s) | |
|---|---|---|---|---|---|---|---|---|---|---|
| Vgg16 | 98.96 | 97.74 | 98.85 | 99.01 | 98.89 | 98.05 | 84.28 | 96.57 | 93.36 | 12885.12 |
| Vgg19 | 98.06 | 91.10 | 98.76 | 98.10 | 97.23 | 97.03 | 96.17 | 98.29 | 96.63 | 7663.270 |
| Squeezenet | 97.30 | 95.72 | 98.12 | 97.65 | 96.08 | 94.50 | 94.13 | 95.65 | 91.66 | 1745.853 |
| Shufflenet | 97.89 | 96.94 | 98.52 | 98.46 | 97.36 | 95.82 | 95.71 | 96.68 | 93.57 | 2371.265 |
| Resnet101 | 98.08 | 97.32 | 99.19 | 98.12 | 97.13 | 96.18 | 95.75 | 96.86 | 93.91 | 11121.23 |
| Resnet50 | 97.95 | 97.12 | 98.64 | 97.70 | 97.48 | 95.68 | 95.91 | 96.78 | 93.76 | 6528.20 |
| Resnet18 | 98.30 | 97.58 | 99.05 | 97.14 | 97.72 | 96.12 | 95.86 | 97.08 | 94.32 | 2572.10 |
| GoogleNet | 97.74 | 96.72 | 98.65 | 96.62 | 96.79 | 95.11 | 94.65 | 96.42 | 93.08 | 2802.10 |
| DarkNet53 | 98.13 | 96.17 | 98.65 | 97.75 | 96.90 | 95.69 | 95.78 | 97.06 | 94.28 | 6542.12 |
| DarkNet19 | 98.15 | 97.03 | 99.10 | 98.75 | 98.50 | 97.85 | 97.05 | 98.17 | 96.40 | 5623.25 |
| AlexNet | 98.23 | 97.61 | 98.56 | 98.12 | 97.80 | 96.92 | 96.68 | 97.71 | 95.52 | 9514.63 |
| DenseNet201 | 97.86 | 96.25 | 98.36 | 97.53 | 96.89 | 95.72 | 95.29 | 96.75 | 93.70 | 9160.00 |
| InceptionResnet-V2 | 95.60 | 93.23 | 97.12 | 95.12 | 94.48 | 91.14 | 89.14 | 93.15 | 87.17 | 1014.85 |