Age Regression on UKB
0.466MAETABLeT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| TABLeTT (time frames)=2562026.04 | 0.466 | 0.34 | 0.814 | |
| SwiFTT (time frames)=502026.04 | 0.477 | 0.364 | 0.802 | |
| SwiFTT (time frames)=202026.04 | 0.48 | 0.366 | 0.8 | |
| TFFT (time frames)=202026.04 | 0.525 | 0.44 | 0.76 | |
| BNT2026.04 | 0.588 | 0.54 | 0.685 | |
| BrainNetCNN2026.04 | 0.618 | 0.597 | 0.647 | |
| meanMLP2026.04 | 0.662 | 0.672 | 0.586 | |
| Brain-JEPA2026.04 | 0.669 | 0.688 | 0.574 | |
| XGBoost2026.04 | 0.686 | 0.698 | 0.553 | |
| Brain-JEPA2025.11 | 1.69 | — | 0.76 | |
| fMRI-LM-B(Q)backbone=Qwen3-0.6B2025.11 | 1.8 | — | 0.85 | |
| fMRI-LM-B(G)backbone=GPT-2 (124M)2025.11 | 1.82 | — | 0.85 | |
| BrainMass2025.11 | 2.01 | — | 0.77 | |
| MICViTConfig=Large, Params (M)=6.97, Training Time (min/epoch)=86.33, Fusion=Standard2026.06 | 2.816 | — | — | |
| MICViTConfig=Base, Params (M)=2.34, Training Time (min/epoch)=69.54, Fusion=Standard2026.06 | 2.892 | — | — | |
| MICViTConfig=Medium, Params (M)=0.62, Training Time (min/epoch)=60.37, Fusion=Standard2026.06 | 3 | — | — | |
| MICViTConfig=Small, Params (M)=0.17, Training Time (min/epoch)=38.84, Fusion=Standard2026.06 | 3.119 | — | — | |
| GCViTConfig=Large, Params (M)=6.96, Training Time (min/epoch)=89.45, Fusion=Standard2026.06 | 3.342 | — | — | |
| SwiFTTraining=from scratch2023.07 | 3.4 | 18.2 | — | |
| SWiFT2025.11 | 3.4 | — | 0.49 | |
| GCViTConfig=Base, Params (M)=2.31, Training Time (min/epoch)=68.20, Fusion=Standard2026.06 | 3.41 | — | — | |
| ResNetConfig=Large, Params (M)=7.00, Training Time (min/epoch)=42.07, Fusion=Late fusion2026.06 | 3.443 | — | — | |
| ConvNeXtConfig=Large, Params (M)=6.77, Training Time (min/epoch)=67.67, Fusion=Standard2026.06 | 3.447 | — | — | |
| GCViTConfig=Medium, Params (M)=0.62, Training Time (min/epoch)=58.54, Fusion=Standard2026.06 | 3.453 | — | — | |
| ConvNeXtConfig=Base, Params (M)=2.40, Training Time (min/epoch)=67.07, Fusion=Standard2026.06 | 3.464 | — | — | |
| ConvNeXtConfig=Medium, Params (M)=0.61, Training Time (min/epoch)=60.48, Fusion=Standard2026.06 | 3.484 | — | — | |
| ConvNeXtConfig=Small, Params (M)=0.19, Training Time (min/epoch)=21.57, Fusion=Standard2026.06 | 3.526 | — | — | |
| Swin-TConfig=Large, Params (M)=6.79, Training Time (min/epoch)=64.76, Fusion=Standard2026.06 | 3.536 | — | — | |
| ResNetConfig=Base, Params (M)=2.28, Training Time (min/epoch)=34.26, Fusion=Late fusion2026.06 | 3.57 | — | — | |
| ResNetConfig=Medium, Params (M)=0.60, Training Time (min/epoch)=28.05, Fusion=Late fusion2026.06 | 3.605 | — | — | |
| Swin-TConfig=Base, Params (M)=2.45, Training Time (min/epoch)=45.12, Fusion=Standard2026.06 | 3.665 | — | — | |
| ViTConfig=Large, Params (M)=6.98, Training Time (min/epoch)=84.56, Fusion=Late fusion2026.06 | 3.677 | — | — | |
| ResNetConfig=Large, Params (M)=6.88, Training Time (min/epoch)=34.50, Fusion=Standard2026.06 | 3.711 | — | — | |
| Swin-TConfig=Medium, Params (M)=0.62, Training Time (min/epoch)=57.41, Fusion=Standard2026.06 | 3.742 | — | — | |
| ViTConfig=Large, Params (M)=6.87, Training Time (min/epoch)=96.82, Fusion=Standard2026.06 | 3.832 | — | — | |
| ResNetConfig=Base, Params (M)=2.46, Training Time (min/epoch)=38.43, Fusion=Standard2026.06 | 3.935 | — | — | |
| ViTConfig=Base, Params (M)=2.12, Training Time (min/epoch)=53.02, Fusion=Late fusion2026.06 | 3.976 | — | — | |
| Swin-TConfig=Small, Params (M)=0.17, Training Time (min/epoch)=55.18, Fusion=Standard2026.06 | 4.005 | — | — | |
| ViTConfig=Base, Params (M)=2.71, Training Time (min/epoch)=91.53, Fusion=Standard2026.06 | 4.006 | — | — | |
| ResNetConfig=Medium, Params (M)=0.60, Training Time (min/epoch)=38.35, Fusion=Standard2026.06 | 4.06 | — | — | |
| GCViTConfig=Small, Params (M)=0.16, Training Time (min/epoch)=43.81, Fusion=Standard2026.06 | 4.094 | — | — | |
| ViTConfig=Medium, Params (M)=0.74, Training Time (min/epoch)=90.11, Fusion=Standard2026.06 | 4.097 | — | — | |
| ViTConfig=Medium, Params (M)=0.54, Training Time (min/epoch)=52.05, Fusion=Late fusion2026.06 | 4.376 | — | — | |
| ViTConfig=Small, Params (M)=0.18, Training Time (min/epoch)=48.92, Fusion=Standard2026.06 | 4.511 | — | — | |
| ResNetConfig=Small, Params (M)=0.18, Training Time (min/epoch)=26.64, Fusion=Standard2026.06 | 4.613 | — | — | |
| ViTConfig=Small, Params (M)=0.19, Training Time (min/epoch)=64.56, Fusion=Late fusion2026.06 | 4.878 | — | — | |
| TFF2023.07 | 5.1 | 42.1 | — | |
| BNT2023.07 | 5.17 | 39.6 | — | |
| ResNetConfig=Small, Params (M)=0.18, Training Time (min/epoch)=22.52, Fusion=Late fusion2026.06 | 5.176 | — | — | |
| VanillaTF2023.07 | 5.26 | 41.4 | — | |
| BrainNetCNN2023.07 | 5.36 | 42.7 | — | |
| XGBoost2023.07 | 5.85 | 48.8 | — |