… , we provide a 3D synthetic volume for the next stage, segmentation. … the synthetic segmentation
that translated FLAIR MR images into high-contrast synthetic MR ones for segmentation. …

… Initial HR synthetic image After deforming the input segmentation, we generate an initial
synthetic scan G at HR by sampling a GMM conditioned on L (Fig. 3c). For convenience, we …

… contrast; very few segmentation methods have been reported to … This paper presents a
whole brain segmentation and … the synthetic MR image in a standard pipeline for whole brain …

… ) and four brain MRI images containing synthetic glioblastomas with … synthetic brain MRI
data. As can be seen by comparing the real MRI images in the upper row and the synthetic MRI …

… the detectability of brain metastases using synthetic MRI after adjusting the contrast for each
patient. Because contrast-enhanced FLAIR can be created after quantitative MRI, SyMRI is …

… -label automatic segmentation of brain tumors to synthetic images when … segmentation were
used. This dataset was used for training the Pix2PixNIfTI model for generating synthetic MRI …

… in generating an MRI volume from the label set by sampling the intensity of the voxels of
each tissue from different Gaussian distributions, resulting in a synthetic MRI with a random …

… Based on relaxometry maps, synthetic magnetic resonance imaging can also perform brain
tissue segmentation and myelin quantification without additional scan time. The quantitative …

… include most of the challenges for segmentation. The synthetic MRI and the ground truth
allows for the validation of the segmentation of the whole brain, which includes white matter, …

… of synthetic MRI methods and their clinical applications in neuroradiology. Based on this
analysis, we highlight areas that need to be addressed for synthetic MRI … for brain segmentation, …