TABLE IX. Averaged Figures of Merit Over All 704 Chest CT Images (Test Cases) Considered in Experiment 3. The Best Results Are Shown in Bold.
| Model | Class | Sensitivity | Specificity | Accuracy | Dice Score |
|---|---|---|---|---|---|
| UNet | Abnormal | 0.960 | 0.985 | 0.985 | 0.657 |
| Normal | 0.916 | 0.998 | 0.984 | 0.951 | |
| ENet | Abnormal | 0.864 | 0.972 | 0.970 | 0.464 |
| Normal | 0.845 | 0.994 | 0.968 | 0.902 | |
| UNet++ | Abnormal | 0.951 | 0.983 | 0.983 | 0.628 |
| Normal | 0.913 | 0.997 | 0.982 | 0.947 | |
| SegNet | Abnormal | 0.884 | 0.946 | 0.945 | 0.325 |
| Normal | 0.699 | 0.995 | 0.945 | 0.813 | |
| Attention UNet | Abnormal | 0.931 | 0.989 | 0.988 | 0.704 |
| Normal | 0.941 | 0.998 | 0.988 | 0.964 | |
| LEDNet | Abnormal | 0.872 | 0.981 | 0.979 | 0.559 |
| Normal | 0.906 | 0.983 | 0.970 | 0.912 | |
| DeepLabV3+ | Abnormal | 0.845 | 0.906 | 0.905 | 0.209 |
| Normal | 0.489 | 0.990 | 0.904 | 0.637 | |
| Anam-Net (Proposed) | Abnormal | 0.937 | 0.986 | 0.986 | 0.664 |
| Normal | 0.927 | 0.998 | 0.985 | 0.956 |