A self-supervised pretraining method that aligns global and local patch embeddings via composition and decomposition improves transfer to medical imaging tasks.
RSNA pneumonia detection ACE Nodule POPAR Effusion Mass Atelectasis DINO BYOL Cardiomegaly Infiltration Pneumonia Pneumothorax Adam Figure 13
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ACE: Anatomically Consistent Embeddings in Composition and Decomposition
A self-supervised pretraining method that aligns global and local patch embeddings via composition and decomposition improves transfer to medical imaging tasks.