Machine Learning for Medical Image Translation: A Systematic Review.
Jake McNaughtonJustin FernandezSamantha Jane HoldsworthBenjamin ChongVickie ShimAlan WangPublished in: Bioengineering (Basel, Switzerland) (2023)
Considerably more research has been carried out on MRI to CT synthesis, despite CT to MRI synthesis yielding specific benefits. A limitation on medical image synthesis is that medical datasets, especially paired datasets of different modalities, are lacking in size and availability; it is therefore recommended that a global consortium be developed to obtain and make available more datasets for use. Finally, it is recommended that work be carried out to establish all uses of the synthesis of medical scans in clinical practice and discover which evaluation methods are suitable for assessing the synthesized images for these needs.