Abstract: Highlights•We propose the auxiliary images based training algorithm to tackle the class imbalance problem in medical image classification.•We introduce a distillation algorithm to effectively learn auxiliary images.•We demonstrate that our proposed method performs well on class imbalanced medical image classification datasets.
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