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Using Ultrasound Image Augmentation and Ensemble Predictions to Prevent Machine-Learning Model Overfitting

Deep learning predictive models have the potential to simplify and automate medical imaging diagnostics by lowering the skill threshold for image interpretation. However, this requires predictive models that are generalized to handle subject variability as seen clinically. Here, we highlight methods...

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Detalles Bibliográficos
Autores principales: Snider, Eric J., Hernandez-Torres, Sofia I., Hennessey, Ryan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9914871/
https://www.ncbi.nlm.nih.gov/pubmed/36766522
http://dx.doi.org/10.3390/diagnostics13030417