Table 2:
Summary of image set and nnU-Net hyperparameters used for training and test the approaches described in the study. For approach IV, D is determined from the optimal plane spacing. Phantoms simulated using 0.1% of fraction of dense compartments were excluded from the test sets.
| Approach | I | II | III | IV |
|---|---|---|---|---|
| nnU-Net Step | Training/Testing | Training /Testing | Fine-tuning/Testing | Training/Testing |
|
Phantoms (#) Per Fraction of Dense Comp. (0.1, 10, 20, 30, and 50%) |
1,000/260 200/65 |
−/260 −/65 |
750/260 150/65 |
1,000/260 200/65 |
| nnU-Net Models (#) | 3 | 0 | 2 | 1 |
| Volume (w×h×d) | 97×256×51 | 97×256×51 | 97×256×51 | 97×256×D |
| Epochs (#) | 60 | - | 60 | 60 |
| Batch Size (#) | 6 | - | 6 | 6 |