Dose Prediction on GDP-HMM (test)
1.93MAEOurs (Any2Any)
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Ours (Any2Any)Backbone=DiT, Pretrain=true, Any2Any=true, RL=false2026.05 | 1.93 | 135.36 | 32.6 | 97.8 | 0.023 | |
| Ours (Any2Any+NFT)Backbone=DiT, Pretrain=true, Any2Any=true, RL=true2026.05 | 1.93 | 137.55 | 32.73 | 98 | 0.02 | |
| MAISI + OursBackbone=LDM, Pretrain=true, Any2Any=false, RL=false2026.05 | 1.95 | 135.23 | 32.13 | 97.6 | 0.026 | |
| Yasin (AAPM ’25 Chal.)Backbone=MedNeXt, Pretrain=false, Any2Any=false, RL=false2026.05 | 2.07 | 134.81 | 32.06 | 97.4 | 0.033 | |
| YasinSolution ID=ID26952025.01 | 2.071 | — | — | — | — | |
| rcgaoSolution ID=ID26822025.01 | 2.075 | — | — | — | — | |
| rcgao (AAPM ’25 Chal.)Backbone=MedNeXt, Pretrain=false, Any2Any=false, RL=false2026.05 | 2.08 | 133.62 | 31.77 | 97.2 | 0.048 | |
| Ours (Conditional)Backbone=DiT, Pretrain=true, Any2Any=false, RL=false2026.05 | 2.12 | 134.6 | 32.01 | 97.4 | 0.029 | |
| PVmedSolution ID=ID26702025.01 | 2.169 | — | — | — | — | |
| PVmed (AAPM ’25 Chal.)Backbone=MedNeXt, Pretrain=false, Any2Any=false, RL=false2026.05 | 2.17 | 133.99 | 31.53 | 97 | 0.031 | |
| tyxiong123Solution ID=ID26962025.01 | 2.196 | — | — | — | — | |
| tyxiong123 (AAPM ’25 Chal.)Backbone=MedNeXt, Pretrain=false, Any2Any=false, RL=false2026.05 | 2.2 | 134.1 | 30.62 | 92.5 | 0.064 | |
| MedVisionSolution ID=ID26732025.01 | 2.208 | — | — | — | — | |
| MedVision (AAPM ’25 Chal.)Backbone=LDM, Pretrain=false, Any2Any=false, RL=false2026.05 | 2.21 | 134.72 | 31.66 | 97.3 | 0.03 | |
| SKLSDE-BHSolution ID=ID26722025.01 | 2.256 | — | — | — | — | |
| SKLSDE-BH (AAPM ’25 Chal.)Backbone=nnUnet, Pretrain=false, Any2Any=false, RL=false2026.05 | 2.27 | 133.2 | 31.34 | 96.8 | 0.039 |