Table 3.
Summary of DL-based denoising for proton radiotherapy data.
| Description | Dose map | GPR (3%/3 mm) | GPR (2%/2 mm) | RMSE | Time |
|---|---|---|---|---|---|
| Head-and-neck | 6 × 105 | 85.7 | 70.6 | 0.0131 | 153 ms |
| Denoised | 99.4 | 96.2 | 0.0064 | 153 ms + 15 ms | |
| 1 × 108 | – | – | – | 25 s | |
| Pelvis | 6 × 105 | 91.4 | 82.5 | 0.0112 | 187 ms |
| Denoised | 98.8 | 94.4 | 0.0084 | 187 ms + 15 ms | |
| 1 × 108 | – | – | – | 28 s |
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