BrainAge β€” Dual-Branch Brain Age Predictor (resnet18)

3D RESNET18 + tabular MLP trained on 6,050 healthy T1w brain MRIs (0–86 years).

Checkpoints

File Description
brainage_resnet18.pt Phase A: lifespan pretraining (all ages)
brainage_resnet18_finetune.pt Phase B: fine-tuned for pediatric (0–25 y)

Training data

bilalEthizo/BrainAge-Golden-Preprocessed

Architecture

  • Image: resnet18 3D CNN, input 128Γ—144Γ—112
  • Tabular: MLP over 86-dim vector (70 regions + sex + site)
  • Fusion: concat β†’ 64 β†’ 1 (regression in years)
  • Loss: HuberLoss(delta=3.0)
  • Training: fp16 mixed precision, cosine LR, age-bin weighted sampler
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