Table 1.
The aggregated DSC (%) values from ablation study of our method, based on 5-fold cross-validation for Task-1. The terms “Base”, “Pre-train”, “MixUp”, and “Pre-train+MixUp” correspond to fully supervised training, fully supervised training with pre-trained weights, fully supervised training with MixUp augmentation, and a combination of pre-trained weights with MixUp, respectively.
| Base | Pre-train | MixUp | Pre-train+MixUp | |||||
|---|---|---|---|---|---|---|---|---|
| GTVp | GTVn | GTVp | GTVn | GTVp | GTVn | GTVp | GTVn | |
| Fold1 | 78.63 | 83.89 | 78.60 | 83.44 | 81.64 | 84.81 | 82.07 | 84.33 |
| Fold2 | 67.51 | 82.54 | 68.31 | 82.95 | 65.94 | 84.87 | 67.75 | 84.88 |
| Fold3 | 70.68 | 84.86 | 71.10 | 86.55 | 70.21 | 85.79 | 70.65 | 87.19 |
| Fold4 | 80.59 | 84.20 | 80.48 | 84.45 | 80.78 | 84.94 | 80.88 | 84.72 |
| Fold5 | 80.39 | 83.60 | 77.66 | 84.70 | 79.80 | 84.02 | 78.82 | 84.48 |
| Average | 75.56 | 83.82 | 75.23 | 84.42 | 75.67 | 84.89 | 76.03 | 85.12 |