DS6, Deformation-aware Semi-supervised Learning: Application to Small Vessel Segmentation with Noisy Training Data. (arXiv:2006.10802v3 [eess.IV] UPDATED)

Blood vessels of the brain provide the human brain with the required
nutrients and oxygen. As a vulnerable part of the cerebral blood supply,
pathology of small vessels can cause serious problems such as Cerebral Small
Vessel Diseases (CSVD). It has also been shown that CSVD is related to
neurodegeneration, such as Alzheimer's disease. With the advancement of 7 Tesla
MRI systems, higher spatial image resolution can be achieved, enabling the
depiction of very small vessels in the brain. Non-Deep …

application arxiv data segmentation semi-supervised semi-supervised learning small supervised learning training training data