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eess.IV2025
The Efficacy of Semantics-Preserving Transformations in Self-Supervised Learning for Medical Ultrasound
Blake VanBerlo, Alexander Wong, Jesse Hoey +1
Data augmentation is a central component of joint embedding self-supervised learning (SSL). Approaches that work for natural images may not always be effective in medical imaging t…
eess.IV2024
Intra-video Positive Pairs in Self-Supervised Learning for Ultrasound
Blake VanBerlo, Alexander Wong, Jesse Hoey +1
Self-supervised learning (SSL) is one strategy for addressing the paucity of labelled data in medical imaging by learning representations from unlabelled images. Contrastive and no…