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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