In the Department of Data Science we generate knowledge from data to advance neuroscience and ophthalmology.

Boreiko, V., Augustin, M., Croce, F., Berens, P., & Hein, M.

Sparse visual counterfactual explanations in image space

Sep 09, 2022 | DAGM German Conference on Pattern Recognition (pp. 133-148)
Koch, L. M., Schürch, C. M., Gretton, A., & Berens, P.

Hidden in plain sight: Subgroup shifts escape ood detection

Jul 01, 2022 | Proceedings of Medical Imaging with Deep Learning (MIDL)
Beck, J., Deistler, M., Bernaerts, Y., Macke, J. H., & Berens, P

Efficient identification of informative features in simulation-based inference

Feb 24, 2022 | Advances in Neural Information Processing Systems, 35, 19260-19273
Böhm, J. N., Berens, P., & Kobak, D.

Attraction-repulsion spectrum in neighbor embeddings

Feb 21, 2022 | The Journal of Machine Learning Research, 23(1), 95, 4118–4149
Blum, C., Baur, D., Achauer, L. C., Berens, P., [...], Huang, Z., [...] , Macke, J.H., [...] & Ziemann, U.

Personalized neurorehabilitative precision medicine: from data to therapies (MWKNeuroReha)–a multi-centre prospective observational clinical trial to predict long-term outcome of patients with acute motor stroke

Feb 14, 2022 | BMC Neurology, 22(1), 1-15
Strauss, S., Korympidou, M. M., Ran, Y., Franke, K., Schubert, T., Baden, T., Berens, P., Euler, T. & Vlasits, A. L

Center-surround interactions underlie bipolar cell motion sensitivity in the mouse retina

Feb 07, 2022 | Nature Communications, 13(1), 5574
Boreiko, V., Ilanchezian, I., Ayhan, M. S., Müller, S., Koch, L. M., Faber, H., Berens, P. & Hein, M.

Visual explanations for the detection of diabetic retinopathy from retinal fundus images

Feb 02, 2022 | International conference on medical image computing and computer-assisted intervention (MICCAI) (pp. 539-549), Cham: Springer Nature Switzerland
Oesterle, J., Krämer, N., Hennig, P., & Berens, P.

Probabilistic solvers enable a straight-forward exploration of numerical uncertainty in neuroscience models

Jan 04, 2022 | Journal of Computational Neuroscience, 50(4), 485-503
Faber, H., Berens, P., & Rohrbach, J. M.

Ocular changes as a diagnostic tool for malaria

Jan 02, 2022 | Der Ophthalmologe, 1-6
Ayhan, M. S., Kümmerle, L. B., Kühlewein, L., Inhoffen, W., Aliyeva, G., Ziemssen, F., & Berens, P.

Clinical validation of saliency maps for understanding deep neural networks in ophthalmology

Jan 01, 2022 | Medical Image Analysis, 77, 102364
Behrens, C., Yadav, S. C., Korympidou, M. M., Zhang, Y., Haverkamp, S., Berens, P. & Schubert, T.

Retinal horizontal cells use different synaptic sites for global feedforward and local feedback signaling.

Jan 01, 2022 | Current Biology, 32(3), 545-558
Böhm, J. N., Berens, P., & Kobak, D.

Attraction-repulsion spectrum in neighbor embeddings

Jan 01, 2022 | The Journal of Machine Learning Research, 23(1), 4118-4149.