Generation of Synthetic Rat Brain MRI scans with a 3D Enhanced Alpha-GAN. (arXiv:2112.13626v2 [eess.IV] UPDATED)

Translational brain research using Magnetic Resonance Imaging (MRI) is
becoming increasingly popular as animal models are an essential part of
scientific studies and more ultra-high-field scanners are becoming available.
Some disadvantages of MRI are the availability of MRI scanners and the time
required for a full scanning session (it usually takes over 30 minutes).
Privacy laws and the 3Rs ethics rule also make it difficult to create large
datasets for training deep learning models. Generative Adversarial Networks
(GANs) can perform …

arxiv brain gan