Author

P. Berens

h-index 6 View on Semantic Scholar

We have 2 of 23 papers

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

#computer vision Preprint May 2026

Scientific Domain Knowledge Improves Vision-Language Fundus Models

Vision-language models hold considerable promise for ophthalmology, but it remains unclear which training data source best conveys expert domain knowledge. Existing ophthalmic models are trained on fixed text templates, medical reports, or general biomedical literature, sources that have never been compared under match...

Verena Jasmin Hallitschke, Carsten Eickhoff, P. Berens · 0 citations

#artificial intelligence Preprint Aug 2026

Beyond Predictive Fairness: Quantifying Attribution Consistency Across Demographic Groups in Diabetic Retinopathy Screening

The Explanation Consistency Score (ECS) is introduced, a fairness-aware metric based on Jensen-Shannon divergence that quantifies the similarity of attribution maps across subgroups that suggests predictive fairness and explanation consistency capture complementary dimensions of model behavior, motivating fairness eval...

K. Djoumessi, P. Berens · 0 citations