TABLE VIII. Averaged Figures of Merit Across Three Cross Folds Over All 545 Chest CT Images (Test Cases) Considered in Experiment 2. The Best Results Are Shown in Bold.
| Model | Class | Sensitivity | Specificity | Accuracy | Dice Score |
|---|---|---|---|---|---|
| UNet | Abnormal | 0.907 | 0.990 | 0.988 | 0.791 |
| Normal | 0.913 | 0.995 | 0.987 | 0.938 | |
| ENet | Abnormal | 0.736 | 0.989 | 0.984 | 0.686 |
| Normal | 0.914 | 0.989 | 0.912 | 0.911 | |
| UNet++ | Abnormal | 0.951 | 0.990 | 0.988 | 0.805 |
| Normal | 0.906 | 0.995 | 0.987 | 0.937 | |
| SegNet | Abnormal | 0.657 | 0.988 | 0.980 | 0.612 |
| Normal | 0.888 | 0.987 | 0.977 | 0.885 | |
| Attention UNet | Abnormal | 0.966 | 0.987 | 0.987 | 0.783 |
| Normal | 0.884 | 0.997 | 0.986 | 0.930 | |
| LEDNet | Abnormal | 0.782 | 0.989 | 0.984 | 0.707 |
| Normal | 0.912 | 0.987 | 0.979 | 0.899 | |
| DeepLabV3+ | Abnormal | 0.521 | 0.992 | 0.981 | 0.563 |
| Normal | 0.930 | 0.983 | 0.978 | 0.895 | |
| Anam-Net (Proposed) | Abnormal | 0.918 | 0.990 | 0.988 | 0.798 |
| Normal | 0.911 | 0.997 | 0.988 | 0.941 |