Expert-validated estimation of diagnostic uncertainty for deep neural networks in diabetic retinopathy detection. - Murat Seçkin Ayhan; Laura Kühlewein; Gulnar Aliyeva; Werner Inhoffen; Focke Ziemssen; Philipp Berens (Medical Image Anal., 2020)

Clinical validation of saliency maps for understanding deep neural networks in ophthalmology. - Murat Seçkin Ayhan; Louis Benedikt Kümmerle; Laura Kühlewein; Werner Inhoffen; Gulnar Aliyeva; Focke Ziemssen; Philipp Berens (Medical Image Anal., 2022)

Sparse Activations for Interpretable Disease Grading. - Kerol R. Djoumessi Donteu; Indu Ilanchezian; Laura Kühlewein; Hanna Faber; Christian F. Baumgartner; Bubacarr Bah; Philipp Berens; Lisa M. Koch (MIDL, 2023)

Generating Realistic Counterfactuals for Retinal Fundus and OCT Images using Diffusion Models. - Indu Ilanchezian; Valentyn Boreiko; Laura Kühlewein; Ziwei Huang; Murat Seçkin Ayhan; Matthias Hein 001; Lisa M. Koch; Philipp Berens (CoRR, 2023)

This Actually Looks Like that: Proto-BagNets for Local and Global Interpretability-by-Design. - Kerol Djoumessi; Bubacarr Bah; Laura Kühlewein; Philipp Berens; Lisa M. Koch (MICCAI (10), 2024)