Table 7.
Method | Val. | JI ↑ | DSC ↑ | F2 ↑ | PPV ↑ | Recall ↑ | Acc. ↑ | dAHD ↓ |
---|---|---|---|---|---|---|---|---|
DeepLabV3+23 (ResNet50) | C1 | 0.70 ± 0.32 | 0.76 ± 0.33 | 0.75 ± 0.33 | 0.85 ± 0.28 | 0.79 ± 0.30 | 0.98 | 4.77 |
DeepLabV3+23 (ResNet50) | C2 | 0.72 ± 0.28 | 0.79 ± 0.27 | 0.78 ± 0.27 | 0.88 ± 0.23 | 0.80 ± 0.25 | 0.97 | 4.70 |
DeepLabV3+23 (ResNet50) | C3 | 0.74 ± 0.28 | 0.80 ± 0.27 | 0.80 ± 0.26 | 0.86 ± 0.24 | 0.83 ± 0.25 | 0.97 | 4.77 |
DeepLabV3+23 (ResNet50) | C4 | 0.76 ± 0.28 | 0.82 ± 0.27 | 0.81 ± 0.28 | 0.91 ± 0.17 | 0.81 ± 0.28 | 0.98 | 4.77 |
DeepLabV3+23 (ResNet50) | C5 | 0.73 ± 0.31 | 0.78 ± 0.31 | 0.77 ± 0.32 | 0.93 ± 0.16 | 0.78 ± 0.31 | 0.98 | 4.88 |
Val.: Validation centre JI: Jaccard index DSC: Dice coefficient F2: Fbeta-measure, with β = 2 PPV: Positive
predictive valueAcc.: overall accuracy dAHD: Average Hausdorff distance ↑: best increasing ↓: best decreasing.