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)

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)