TABLE III. Comparison of Performances With Other State-of-The-Art Networks on COVID Lesion Segmentation on Dataset-2.
Network | Sensitivity (%) | Specificity (%) | Dice (%) | IoU (%) |
---|---|---|---|---|
Unet [16] | 75.9 0.34 | 88.9 0.12 | 79.3 0.26 | 74.9 0.18 |
MultiResUnet [30] | 77.2 0.33 | 90.3 0.24 | 82.7 0.28 | 77.4 0.15 |
Attention-Unet [31] | 81.1 0.29 | 92.2 0.11 | 85.1 0.14 | 79.6 0.28 |
CPF-Net [29] | 78.9 0.27 | 91.7 0.14 | 84.4 0.25 | 79.3 0.25 |
Gated-Unet [32] | 81.4 0.24 | 92.5 0.19 | 85.6 0.19 | 80.2 0.16 |
Inf-Net [12] | 82.7 0.26 | 94.8 0.21 | 86.9 0.34 | 81.1 0.18 |
TA-SegNet (ours) | 88.5 0.22 | 98.9 0.14 | 90.2 0.17 | 86.4 0.19 |