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...
Main Authors: | , , , |
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Format: | Article |
Language: | English |
Published: |
Frontiers Media S.A.
2024-06-01
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Series: | Frontiers in Imaging |
Subjects: | |
Online Access: | https://www.frontiersin.org/articles/10.3389/fimag.2024.1416114/full |