Rad-DINO × CheXpert

Author: Kaan Yalman Base model: microsoft/rad-dino Task: Multi-label chest X-ray classification (14 pathologies) Dataset: CheXpert (223,414 train samples) Best Val AUC: 0.7858 Label policy: U-Ones (uncertain → positive)

Labels

  • No Finding
  • Enlarged Cardiomediastinum
  • Cardiomegaly
  • Lung Opacity
  • Lung Lesion
  • Edema
  • Consolidation
  • Pneumonia
  • Atelectasis
  • Pneumothorax
  • Pleural Effusion
  • Pleural Other
  • Fracture
  • Support Devices

Training Details

  • Optimizer: AdamW
  • Scheduler: CosineAnnealingLR
  • Loss: BCEWithLogitsLoss (pos_weight)
  • Precision: bfloat16 (mixed)
  • Hardware: H100
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