Age Regression on SALD
0.107Mean Squared Error (MSE)BrainWorld F+S-prior
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BrainWorld F+S-priorModality=F+S, Full fine-tuning=true2026.06 | 0.107 | 0.935 | |
| BrainWorld FModality=F, Full fine-tuning=true2026.06 | 0.143 | 0.912 | |
| SWIFTModality=F, Full fine-tuning=true2026.06 | 0.164 | 0.926 | |
| Omni-fMRIModality=F, Full fine-tuning=true2026.06 | 0.182 | 0.909 | |
| Brain HarmonyModality=F+S, Full fine-tuning=true2026.06 | 0.188 | 0.667 | |
| NeuroSTORMModality=F, Full fine-tuning=true2026.06 | 0.194 | 0.892 | |
| BrainWorld_F+S-priorModality=F + S, Frozen backbone=true2026.06 | 0.269 | 0.83 | |
| Brain-DiTModality=F, Full fine-tuning=true2026.06 | 0.33 | 0.79 | |
| Brain Harmony-SModality=S, Frozen backbone=true2026.06 | 0.343 | 0.803 | |
| Omni-fMRIModality=F, Frozen backbone=true2026.06 | 0.354 | 0.814 | |
| BrainWorld_FModality=F, Frozen backbone=true2026.06 | 0.38 | 0.792 | |
| NeuroSTORMModality=F, Frozen backbone=true2026.06 | 0.386 | 0.774 | |
| Brain HarmonyModality=F + S, Frozen backbone=true2026.06 | 0.386 | 0.802 | |
| BrainIACModality=S, Frozen backbone=true2026.06 | 0.416 | 0.75 | |
| BrainWorld_F+S-concatModality=F + S, Frozen backbone=true2026.06 | 0.442 | 0.754 | |
| Brain Harmony-SModality=S, Full fine-tuning=true2026.06 | 0.553 | 0.632 | |
| Brain-DiTModality=F, Frozen backbone=true2026.06 | 0.666 | 0.495 | |
| BrainLMModality=F, Full fine-tuning=true2026.06 | 0.677 | 0.634 | |
| SlimBrainModality=F, Frozen backbone=true2026.06 | 0.68 | 0.59 | |
| BrainMassModality=F, Full fine-tuning=true2026.06 | 0.704 | 0.626 | |
| SlimBrainModality=F, Full fine-tuning=true2026.06 | 0.705 | 0.59 | |
| SWIFTModality=F, Frozen backbone=true2026.06 | 0.933 | 0.46 | |
| Brain-JEPAModality=F, Full fine-tuning=true2026.06 | 1.13 | 0.299 |