Privacy-Preserving Deep Learning (PPDL)

Multicenter privacy-preserving model training for deep learning brain metastases autosegmentation (2024) Huang Y, Khodabakhshi Z, Gomaa A, Schmidt M, Fietkau R, Guckenberger M, Andratschke N, et al. Journal article, Original article Preserving fairness and diagnostic accuracy in private large-scale AI models for medical imaging (2024) Tayebi Arasteh S, Ziller A, Kuhl C, Makowski MR, Nebelung S, Braren R, Rueckert D, et al. Journal article, Original article Securing Collaborative Medical AI by Using Differential Privacy: Domain Transfer for Classification of Chest Radiographs (2023) Tayebi Arasteh S, Lotfinia M, Nolte T, Saehn MJ, Isfort P, Kuhl C, Nebelung S, et al. Journal article, Original article Collaborative training of medical artificial intelligence models with non-uniform labels (2023) Tayebi Arasteh S, Isfort P, Saehn M, Mueller-Franzes G, Khader F, Jakob Nikolas K, Christiane K, et al. Journal article, Original article