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U-PET: MRI-based Dementia Detection with Joint Generation of Synthetic FDG-PET Images. (arXiv:2206.08078v1 [eess.IV])
June 17, 2022, 1:10 a.m. | Marcel Kollovieh, Matthias Keicher, Stephan Wunderlich, Hendrik Burwinkel, Thomas Wendler, Nassir Navab
cs.LG updates on arXiv.org arxiv.org
Alzheimer's disease (AD) is the most common cause of dementia. An early
detection is crucial for slowing down the disease and mitigating risks related
to the progression. While the combination of MRI and FDG-PET is the best
image-based tool for diagnosis, FDG-PET is not always available. The reliable
detection of Alzheimer's disease with only MRI could be beneficial, especially
in regions where FDG-PET might not be affordable for all patients. To this end,
we propose a multi-task method based on …
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