Investigating Data Memorization in 3D Latent Diffusion Models for Medical Image Synthesis. - Salman Ul Hassan Dar; Arman Ghanaat; Jannik Kahmann; Isabelle Ayx; Theano Papavassiliu; Stefan O. Schönberg; Sandy Engelhardt (DGM4MICCAI, 2023)

Periaortic adipose radiomics texture features associated with increased coronary calcium score - first results on a photon-counting-CT. - Peter Mundt; Hishan Tharmaseelan; Alexander Hertel; Lukas T. Rotkopf; Dominik Nörenberg; Philipp Riffel; Stefan O. Schönberg; Matthias F. Froelich; Isabelle Ayx (BMC Medical Imaging, 2023)

Effect of Training Epoch Number on Patient Data Memorization in Unconditional Latent Diffusion Models. - Salman Ul Hassan Dar; Isabelle Ayx; Marie Kapusta; Theano Papavassiliu; Stefan O. Schönberg; Sandy Engelhardt (Bildverarbeitung für die Medizin, 2024)

Unconditional Latent Diffusion Models Memorize Patient Imaging Data. - Salman Ul Hassan Dar; Marvin Seyfarth; Jannik Kahmann; Isabelle Ayx; Theano Papavassiliu; Stefan O. Schönberg; Sandy Engelhardt (CoRR, 2024)

MedLoRD: A Medical Low-Resource Diffusion Model for High-Resolution 3D CT Image Synthesis. - Marvin Seyfarth; Salman Ul Hassan Dar; Isabelle Ayx; Matthias Alexander Fink; Stefan O. Schönberg; Hans-Ulrich Kauczor; Sandy Engelhardt (CoRR, 2025)