Table 8.
Performance results of some deep CNN calculated with INCA feature selection (%).
| Acc | Sen | Spe | Prec | F_score | MCC | Kappa | Dice | Jaccard | Time (s) | |
|---|---|---|---|---|---|---|---|---|---|---|
| Vgg16 | 99.14 | 97.98 | 99.56 | 98.80 | 99.58 | 97.8 | 98.1 | 98.83 | 97.6 | 12876.553 |
| Vgg19 | 98.60 | 91.10 | 98.88 | 98.16 | 97.75 | 97.21 | 96.85 | 98.32 | 96.69 | 7652.820 |
| Squeezenet | 97.36 | 95.86 | 98.23 | 97.54 | 96.12 | 94.58 | 94.23 | 95.75 | 93.47 | 1753.614 |
| Shufflenet | 97.91 | 96.95 | 98.62 | 98.56 | 97.40 | 95.93 | 95.85 | 96.72 | 93.64 | 2373.245 |
| Resnet101 | 98.12 | 97.35 | 99.21 | 98.16 | 97.23 | 96.21 | 95.82 | 96.95 | 94.08 | 11127.821 |
| Resnet50 | 98.76 | 97.38 | 98.75 | 97.98 | 97.56 | 95.79 | 95.96 | 96.82 | 93.83 | 6530.356 |
| Resnet18 | 98.54 | 97.77 | 99.12 | 97.86 | 97.75 | 96.15 | 95.96 | 97.12 | 94.40 | 2586.315 |
| GoogleNet | 97.83 | 96.85 | 98.75 | 96.74 | 96.81 | 95.18 | 94.73 | 96.58 | 93.38 | 2815.256 |
| DarkNet53 | 98.26 | 96.25 | 98.73 | 97.86 | 96.95 | 95.73 | 95.82 | 97.10 | 94.36 | 6585.325 |
| DarkNet19 | 99.02 | 97.12 | 99.17 | 98.85 | 98.56 | 97.87 | 97.25 | 98.23 | 96.52 | 5625.452 |
| AlexNet | 98.86 | 97.63 | 98.87 | 98.23 | 97.86 | 96.95 | 96.72 | 97.75 | 95.59 | 9513.523 |
| DenseNet201 | 97.93 | 96.32 | 98.45 | 97.56 | 96.93 | 95.87 | 95.36 | 96.89 | 93.96 | 9159.015 |
| InceptionResnet-V2 | 96.01 | 93.65 | 97.20 | 95.20 | 94.57 | 91.25 | 89.27 | 93.25 | 87.35 | 1005.125 |