ProjectZEISS – Certifications and Foundations of Safe Machine Learning Systems in Healthcare

Basic data

Acronym:
ZEISS
Title:
Certifications and Foundations of Safe Machine Learning Systems in Healthcare
Duration:
2/1/2022 to 1/31/2028
Abstract / short description:
Moderne Deep Learning Systeme im Gesundheitswesen haben das Potential, Diagnoseentscheidungen von ähnlicher Qualität wie behandelnde Ärzte zu treffen. Allerdings gibt es Bedenken hinsichtlich deren Transparenz, Robustheit, Fairness und Verlässlichkeit. Ziel des Projekts ist es diese Probleme zu beheben und dabei die Abhängigkeiten und Zielkonflikte verschiedener Aspekte (Fairness, Genauigkeit, Interpretierbarkeit und Privacy) als auch deren ethische Implikationen an konkreten Anwendungen im Gesundheitsbereich zu erforschen. Dabei sollen Leitlinien für eine Zertifizierung solcher Systeme aufgestellt und dadurch ein sicherer Einsatz in der Medizin ermöglicht werden

Involved staff

Managers

Wilhelm Schickard Institute of Computer Science (WSI)
Department of Informatics, Faculty of Science

Contact persons

Wilhelm Schickard Institute of Computer Science (WSI)
Department of Informatics, Faculty of Science
Faculty of Science
University of Tübingen
Institute for Theoretical Physics (ITP)
Department of Physics, Faculty of Science
University Department of Neurology
Hospitals and clinical institutes, Faculty of Medicine
International Center for Ethics in the Sciences and Humanities (IZEW)
Centers
Faculty of Medicine
University of Tübingen
Wilhelm Schickard Institute of Computer Science (WSI)
Department of Informatics, Faculty of Science
Wilhelm Schickard Institute of Computer Science (WSI)
Department of Informatics, Faculty of Science
Quantitative Biology Center (QBIC)
Centers
Wilhelm Schickard Institute of Computer Science (WSI)
Department of Informatics, Faculty of Science
Bernstein Center for Computational Neuroscience Tübingen (BCCN)
Interfaculty Institutes
Wilhelm Schickard Institute of Computer Science (WSI)
Department of Informatics, Faculty of Science
Center for Ophthalmology
Hospitals and clinical institutes, Faculty of Medicine
Collaborative research centers and transregios
University of Tübingen

Local organizational units

Wilhelm Schickard Institute of Computer Science (WSI)
Department of Informatics
Faculty of Science
Department of Physics
Faculty of Science
University of Tübingen
Center for Ophthalmology
Hospitals and clinical institutes
Faculty of Medicine
Department of Diagnostic and Interventional Radiology
Department of Radiology
Hospitals and clinical institutes, Faculty of Medicine

Funders

Stuttgart, Baden-Württemberg, Germany
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