Brain-age prediction on NKI
0.083MSEBrainWorld F+S-prior
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BrainWorld F+S-priorModality=F+S, Full fine-tuning=true2026.06 | 0.083 | — | — | 0.962 | |
| Omni-fMRIModality=F, Full fine-tuning=true2026.06 | 0.088 | — | — | 0.959 | |
| SWIFTModality=F, Full fine-tuning=true2026.06 | 0.127 | — | — | 0.946 | |
| NeuroSTORMModality=F, Full fine-tuning=true2026.06 | 0.152 | — | — | 0.835 | |
| BrainWorld FModality=F, Full fine-tuning=true2026.06 | 0.163 | — | — | 0.949 | |
| Brain HarmonyModality=F+S, Full fine-tuning=true2026.06 | 0.171 | — | — | 0.822 | |
| Brain Harmony-SModality=S, Full fine-tuning=true2026.06 | 0.266 | — | — | 0.868 | |
| Brain-DiTModality=F, Full fine-tuning=true2026.06 | 0.38 | — | — | 0.81 | |
| BrainLMModality=F, Full fine-tuning=true2026.06 | 0.503 | — | — | 0.678 | |
| BrainMassModality=F, Full fine-tuning=true2026.06 | 0.6 | — | — | 0.62 | |
| SlimBrainModality=F, Full fine-tuning=true2026.06 | 0.667 | — | — | 0.613 | |
| Brain-JEPAModality=F, Full fine-tuning=true2026.06 | 1.03 | — | — | 0.33 | |
| ECMInput representation=ECM2026.05 | — | 6.38 | 0.787 | — | |
| Off-logInput representation=Off-log2026.05 | — | 6.845 | 0.766 | — | |
| Raw correlationInput representation=Raw correlation2026.05 | — | 6.622 | 0.778 | — |