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The Efficacy of Semantics-Preserving Transformations in Self-Supervised Learning for Medical Ultrasound

Salvato in:
Pubblicato in:Bioengineering vol. 12, no. 8 (2025), p. 855-889
Autore principale: Blake, VanBerlo
Altri autori: Hoey, Jesse, Wong, Alexander, Arntfield, Robert
Pubblicazione:
MDPI AG
Soggetti:
United States > US
Datasets
Classification
Pattern recognition
Medical imaging
COVID-19
Machine learning
Pleural effusion
Data augmentation
Self-supervised learning
Preprocessing
Semantics
Pneumonia
Pipelines
Medical research
Effectiveness
Ultrasound
Object recognition
Ultrasonic imaging
Embedding
Accesso online:Citation/Abstract
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