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:
01/02/2022 to 31/01/2028
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
Department of Informatics, Faculty of Science
Cluster of Excellence: Machine Learning: New Perspectives for Science (CML)
Centers or interfaculty scientific institutions
Centers or interfaculty scientific institutions
Tübingen AI Center
Department of Informatics, Faculty of Science
Department of Informatics, Faculty of Science
Contact persons
Wilhelm Schickard Institute of Computer Science (WSI)
Department of Informatics, Faculty of Science
Department of Informatics, Faculty of Science
Cluster of Excellence: Machine Learning: New Perspectives for Science (CML)
Centers or interfaculty scientific institutions
Centers or interfaculty scientific institutions
Faculty of Science
University of Tübingen
University of Tübingen
Institute for Theoretical Physics (ITP)
Department of Physics, Faculty of Science
Department of Physics, Faculty of Science
CRC 1233 - Robust Vision — Inference Principles and Neural Mechanisms
Collaborative research centers and transregios
Collaborative research centers and transregios
Bernstein Center for Computational Neuroscience Tübingen (BCCN)
Interfaculty Institutes
Interfaculty Institutes
Tübingen AI Center
Department of Informatics, Faculty of Science
Department of Informatics, Faculty of Science
Brendel, Wieland
University Department of Neurology
Hospitals and clinical institutes, Faculty of Medicine
Hospitals and clinical institutes, Faculty of Medicine
Universität Tübingen
Faculty of Medicine
University of Tübingen
University of Tübingen
Wilhelm Schickard Institute of Computer Science (WSI)
Department of Informatics, Faculty of Science
Department of Informatics, Faculty of Science
Cluster of Excellence: Machine Learning: New Perspectives for Science (CML)
Centers or interfaculty scientific institutions
Centers or interfaculty scientific institutions
Tübingen AI Center
Department of Informatics, Faculty of Science
Department of Informatics, Faculty of Science
Wilhelm Schickard Institute of Computer Science (WSI)
Department of Informatics, Faculty of Science
Department of Informatics, Faculty of Science
Quantitative Biology Center (QBIC)
Central cross-faculty facilities
Central cross-faculty facilities
Institute for Bioinformatics and Medical Informatics (IBMI)
Interfaculty Institutes
Interfaculty Institutes
Wilhelm Schickard Institute of Computer Science (WSI)
Department of Informatics, Faculty of Science
Department of Informatics, Faculty of Science
Bernstein Center for Computational Neuroscience Tübingen (BCCN)
Interfaculty Institutes
Interfaculty Institutes
Cluster of Excellence: Machine Learning: New Perspectives for Science (CML)
Centers or interfaculty scientific institutions
Centers or interfaculty scientific institutions
Tübingen AI Center
Department of Informatics, Faculty of Science
Department of Informatics, Faculty of Science
Wilhelm Schickard Institute of Computer Science (WSI)
Department of Informatics, Faculty of Science
Department of Informatics, Faculty of Science
Institute for Bioinformatics and Medical Informatics (IBMI)
Interfaculty Institutes
Interfaculty Institutes
Center for Ophthalmology
Hospitals and clinical institutes, Faculty of Medicine
Hospitals and clinical institutes, Faculty of Medicine
Collaborative research centers and transregios
University of Tübingen
University of Tübingen
Institute for Bioinformatics and Medical Informatics (IBMI)
Interfaculty Institutes
Interfaculty Institutes
Local organizational units
Wilhelm Schickard Institute of Computer Science (WSI)
Department of Informatics
Faculty of Science
Faculty of Science
Department of Physics
Faculty of Science
University of Tübingen
University of Tübingen
Center for Ophthalmology
Hospitals and clinical institutes
Faculty of Medicine
Faculty of Medicine
Department of Diagnostic and Interventional Radiology
Department of Radiology
Hospitals and clinical institutes, Faculty of Medicine
Hospitals and clinical institutes, Faculty of Medicine
Funders
Stuttgart, Baden-Württemberg, Germany