Fluence Map Prediction on Prostate IMRT dataset
0.02MAEFluenceFormer
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| FluenceFormerCategory=FluenceFormer (Two-Stage), Backbone=Swin UNETR2025.12 | 0.02 | 6.1 | 17.99 | 0.7 | |
| Standard CNN (U-Net)Category=Strong Baselines (Direct Reg.)2025.12 | 0.05 | 8.4 | 16 | 0.62 | |
| Single-Stage Swin UNETRCategory=Strong Baselines (Direct Reg.)2025.12 | 0.05 | 7.1 | 16.45 | 0.67 | |
| FluenceFormerCategory=FluenceFormer (Two-Stage), Backbone=UNETR2025.12 | 0.06 | 7 | 16.19 | 0.6 | |
| Swin UNETRCategory=Naive Baselines (Seg-Style)2025.12 | 0.11 | 20.4 | 15.53 | 0.5 | |
| MedFormerCategory=Naive Baselines (Seg-Style)2025.12 | 0.14 | 20.3 | 14.79 | 0.4 | |
| UNETRCategory=Naive Baselines (Seg-Style)2025.12 | 0.2 | 22.1 | 13.62 | 0.43 | |
| nnFormerCategory=Naive Baselines (Seg-Style)2025.12 | 0.21 | 22.1 | 13.58 | 0.45 |