From Barlow Twins to Triplet Training: Differentiating Dementia with Limited Data

arXiv:2404.06253v1 Announce Type: new
Abstract: Differential diagnosis of dementia is challenging due to overlapping symptoms, with structural magnetic resonance imaging (MRI) being the primary method for diagnosis. Despite the clinical value of computer-aided differential diagnosis, research has been limited, mainly due to the absence of public datasets that contain diverse types of dementia. This leaves researchers with small in-house datasets that are insufficient for training deep neural networks (DNNs). Self-supervised learning shows promise for utilizing unlabeled MRI scans in training, …

arxiv cs.cv data dementia training twins type