List your company
ResearchFormerly WizWand

Age Regression on UKB

0.466MAETABLeT
0.250641.704323.1584.61168Jul 12, 2023Jan 7, 2024Jul 5, 2024Jan 1, 2025Jun 30, 2025Dec 27, 2025Jun 25, 2026
Updated 4mo ago

Evaluation results

MethodLinks
TABLeTT (time frames)=2562026.040.4660.340.814
SwiFTT (time frames)=502026.040.4770.3640.802
SwiFTT (time frames)=202026.040.480.3660.8
TFFT (time frames)=202026.040.5250.440.76
BNT2026.040.5880.540.685
BrainNetCNN2026.040.6180.5970.647
meanMLP2026.040.6620.6720.586
Brain-JEPA2026.040.6690.6880.574
XGBoost2026.040.6860.6980.553
Brain-JEPA2025.111.69—0.76
fMRI-LM-B(Q)backbone=Qwen3-0.6B2025.111.8—0.85
fMRI-LM-B(G)backbone=GPT-2 (124M)2025.111.82—0.85
BrainMass2025.112.01—0.77
MICViTConfig=Large, Params (M)=6.97, Training Time (min/epoch)=86.33, Fusion=Standard2026.062.816——
MICViTConfig=Base, Params (M)=2.34, Training Time (min/epoch)=69.54, Fusion=Standard2026.062.892——
MICViTConfig=Medium, Params (M)=0.62, Training Time (min/epoch)=60.37, Fusion=Standard2026.063——
MICViTConfig=Small, Params (M)=0.17, Training Time (min/epoch)=38.84, Fusion=Standard2026.063.119——
GCViTConfig=Large, Params (M)=6.96, Training Time (min/epoch)=89.45, Fusion=Standard2026.063.342——
SwiFTTraining=from scratch2023.073.418.2—
SWiFT2025.113.4—0.49
GCViTConfig=Base, Params (M)=2.31, Training Time (min/epoch)=68.20, Fusion=Standard2026.063.41——
ResNetConfig=Large, Params (M)=7.00, Training Time (min/epoch)=42.07, Fusion=Late fusion2026.063.443——
ConvNeXtConfig=Large, Params (M)=6.77, Training Time (min/epoch)=67.67, Fusion=Standard2026.063.447——
GCViTConfig=Medium, Params (M)=0.62, Training Time (min/epoch)=58.54, Fusion=Standard2026.063.453——
ConvNeXtConfig=Base, Params (M)=2.40, Training Time (min/epoch)=67.07, Fusion=Standard2026.063.464——
ConvNeXtConfig=Medium, Params (M)=0.61, Training Time (min/epoch)=60.48, Fusion=Standard2026.063.484——
ConvNeXtConfig=Small, Params (M)=0.19, Training Time (min/epoch)=21.57, Fusion=Standard2026.063.526——
Swin-TConfig=Large, Params (M)=6.79, Training Time (min/epoch)=64.76, Fusion=Standard2026.063.536——
ResNetConfig=Base, Params (M)=2.28, Training Time (min/epoch)=34.26, Fusion=Late fusion2026.063.57——
ResNetConfig=Medium, Params (M)=0.60, Training Time (min/epoch)=28.05, Fusion=Late fusion2026.063.605——
Swin-TConfig=Base, Params (M)=2.45, Training Time (min/epoch)=45.12, Fusion=Standard2026.063.665——
ViTConfig=Large, Params (M)=6.98, Training Time (min/epoch)=84.56, Fusion=Late fusion2026.063.677——
ResNetConfig=Large, Params (M)=6.88, Training Time (min/epoch)=34.50, Fusion=Standard2026.063.711——
Swin-TConfig=Medium, Params (M)=0.62, Training Time (min/epoch)=57.41, Fusion=Standard2026.063.742——
ViTConfig=Large, Params (M)=6.87, Training Time (min/epoch)=96.82, Fusion=Standard2026.063.832——
ResNetConfig=Base, Params (M)=2.46, Training Time (min/epoch)=38.43, Fusion=Standard2026.063.935——
ViTConfig=Base, Params (M)=2.12, Training Time (min/epoch)=53.02, Fusion=Late fusion2026.063.976——
Swin-TConfig=Small, Params (M)=0.17, Training Time (min/epoch)=55.18, Fusion=Standard2026.064.005——
ViTConfig=Base, Params (M)=2.71, Training Time (min/epoch)=91.53, Fusion=Standard2026.064.006——
ResNetConfig=Medium, Params (M)=0.60, Training Time (min/epoch)=38.35, Fusion=Standard2026.064.06——
GCViTConfig=Small, Params (M)=0.16, Training Time (min/epoch)=43.81, Fusion=Standard2026.064.094——
ViTConfig=Medium, Params (M)=0.74, Training Time (min/epoch)=90.11, Fusion=Standard2026.064.097——
ViTConfig=Medium, Params (M)=0.54, Training Time (min/epoch)=52.05, Fusion=Late fusion2026.064.376——
ViTConfig=Small, Params (M)=0.18, Training Time (min/epoch)=48.92, Fusion=Standard2026.064.511——
ResNetConfig=Small, Params (M)=0.18, Training Time (min/epoch)=26.64, Fusion=Standard2026.064.613——
ViTConfig=Small, Params (M)=0.19, Training Time (min/epoch)=64.56, Fusion=Late fusion2026.064.878——
TFF2023.075.142.1—
BNT2023.075.1739.6—
ResNetConfig=Small, Params (M)=0.18, Training Time (min/epoch)=22.52, Fusion=Late fusion2026.065.176——
VanillaTF2023.075.2641.4—
BrainNetCNN2023.075.3642.7—
XGBoost2023.075.8548.8—