Abstract: Highlights•A framework for basal cell carcinoma detection based on unsupervised feature learning.•Experimental results show an improvement when compared to state-of-the-art methods.•The framework integrates a digital staining method which improves interpretability.•Digital staining highlights regions in the image which the model relates to cancer.
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