most citedGenerative AI for Synthetic Data Across Multiple Medical Modalities: A Systematic Review of Recent Developments and Challenges

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eess.IV2022★ 5 cited

Pathology Synthesis of 3D-Consistent Cardiac MR Images using 2D VAEs and GANs

Sina Amirrajab, Cristian Lorenz, Juergen Weese +2

We propose a method for synthesizing cardiac magnetic resonance (MR) images with plausible heart pathologies and realistic appearances for the purpose of generating labeled data fo…

eess.IV2022

sim2real: Cardiac MR Image Simulation-to-Real Translation via Unsupervised GANs

Sina Amirrajab, Yasmina Al Khalil, Cristian Lorenz +3

There has been considerable interest in the MR physics-based simulation of a database of virtual cardiac MR images for the development of deep-learning analysis networks. However,…