Intra-video positive pairs in self-supervised learning for ultrasound

IntroductionSelf-supervised learning (SSL) is a strategy for addressing the paucity of labelled data in medical imaging by learning representations from unlabelled images. Contrastive and non-contrastive SSL methods produce learned representations that are similar for pairs of related images. Such p...

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Bibliographic Details
Main Authors: Blake VanBerlo, Alexander Wong, Jesse Hoey, Robert Arntfield
Format: Article
Language:English
Published: Frontiers Media S.A. 2024-06-01
Series:Frontiers in Imaging
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fimag.2024.1416114/full