Abstract: Highlights•Derivation of an alternative method for the interpretation of deep learning models.•Design a human-expert level deep learning diabetic retinopathy classification model.•Design a diabetic retinopathy interpretable classifier.•Visualization of typical feature and input space score map samples.
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