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Capability and reliability of deep learning models to make density predictions on low-dose mammograms.

Steven SquiresAlistair MackenzieDafydd Gareth EvansSacha J HowellSusan M Astley
Published in: Journal of medical imaging (Bellingham, Wash.) (2024)
Low-dose mammography can be used to produce density and risk estimates that are comparable to standard-dose images. Averaging across CC-MLO and model predictions should improve this performance. The model quality is reduced when making predictions on denser and smaller breasts.
Keyphrases
  • low dose
  • deep learning
  • high dose
  • convolutional neural network
  • artificial intelligence
  • machine learning