Table 3 Performance of HFS-Net in the test set
Segmentation | Per tumor volume | Per tumor cut | Per slice | Per patient | |||
|---|---|---|---|---|---|---|---|
All (n = 179) | Dice per case | 58.7% | Sensitivity | 88.9% | 82.1% | 84.3% | 92.2% |
Dice global | 82.8% | Precision | 51.5% | 67.6% | 75.5% | 93.2% | |
MTD MAE | 0.73 cm | F1-Score | 65.3% | 74.2% | 79.6% | 92.7% | |
1 ~ 2 cm (n = 33) | Dice per case | 32.0% | Sensitivity | 69.4% | 52.4% | 57.0% | 72.7% |
Dice global | 32.7% | Precision | 45.5% | 34.1% | 39.5% | 77.4% | |
MTD MAE | 0.56 cm | F1-Score | 54.9% | 41.3% | 46.7% | 75.0% | |
2 ~ 3 cm (n = 28) | Dice per case | 47.3% | Sensitivity | 90.3% | 75.0% | 77.8% | 92.9% |
Dice global | 55.5% | Precision | 57.1% | 58.7% | 66.7% | 92.9% | |
MTD MAE | 0.57 cm | F1-Score | 70.0% | 65.9% | 71.7% | 92.9% | |
3 ~ 5 cm (n = 52) | Dice per case | 60.4% | Sensitivity | 89.1% | 75.7% | 79.8% | 94.2% |
Dice global | 69.1% | Precision | 49.0% | 60.8% | 69.0% | 94.2% | |
MTD MAE | 0.48 cm | F1-Score | 63.2% | 67.4% | 74.0% | 94.2% | |
> 5 cm (n = 66) | Dice per case | 76.1% | Sensitivity | 98.5% | 88.1% | 89.5% | 100% |
Dice global | 84.5% | Precision | 54.0% | 75.6% | 84.2% | 100% | |
MTD MAE | 1.04 cm | F1-Score | 65.7% | 81.4% | 86.8% | 100% | |
1 tumor (n = 151) | Dice per case | 58.2% | Sensitivity | 89.2% | 81.7% | 83.7% | 92.7% |
Dice global | 84.2% | Precision | 52.0% | 66.7% | 74.7% | 93.3% | |
MTD MAE | 0.70 cm | F1-Score | 65.7% | 73.4% | 78.9% | 93.0% | |
> 1 tumors (n = 28) | Dice per case | 62.9% | Sensitivity | 87.5% | 83.3% | 86.0% | 89.3% |
Dice global | 78.1% | Precision | 49.1% | 70.6% | 78.2% | 92.6% | |
MTD MAE | 0.90 cm | F1-Score | 62.9% | 76.4% | 82.0% | 90.9% |