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IEEE Journal of Translational Engineering in Health and Medicine|July 31, 2025
A Novel Foundation Model-Based Framework for Multimodal Retinal Age PredictionChristopher Nielsen, Matthias Wilms, Nils D ForkertJournal of Medical Imaging (Bellingham, Wash.)|June 4, 2025
Highly efficient homomorphic encryption-based federated learning for diabetic retinopathy classificationChristopher Nielsen, Matthias Wilms, Nils D ForkertMedical Image Analysis|October 7, 2025
A novel gradient inversion attack framework to investigate privacy vulnerabilities during retinal image-based federated learningChristopher Nielsen, Matthias Wilms, Nils D ForkertJournal of the American Medical Informatics Association : JAMIA|September 3, 2024
Foundation model-driven distributed learning for enhanced retinal age predictionChristopher Nielsen, Raissa Souza, Matthias Wilms, et al.Frontiers in Artificial Intelligence|October 27, 2025
Assessment of demographic bias in retinal age prediction machine learning modelsChristopher Nielsen, Emma A M Stanley, Matthias Wilms, et al.Journal of Medical Systems|May 22, 2026
RetCond: A Conditional Diffusion Model for Self-Explanatory Multi-Class Fundus Image ClassificationAhmad O Ahsan, Christopher Nielsen, Raissa Souza, et al.Frontiers in Cardiovascular Medicine|July 22, 2025
Biological heart and brain ageing in subjects with cardiovascular diseasesElizabeth Mcavoy, Matthias Wilms, Nils D ForkertIEEE Transactions on Bio-Medical Engineering|March 10, 2022
Localized Statistical Shape Models for Large-Scale Problems With Few Training DataMatthias Wilms, Jan Ehrhardt, Nils D ForkertHeliyon|November 29, 2023
The causal link between cardiometabolic risk factors and gray matter atrophy: An exploratory studyVibujithan Vigneshwaran, Matthias Wilms, Nils D ForkertJournal of Biomedical Informatics|July 7, 2025
Accounting for population structure in deep learning models for genomic analysisGabrielle Dagasso, Matthias Wilms, Raissa Souza, et al.Pageof 22