Capability and reliability of deep learning models to make density predictions on low-dose mammograms.
Steven SquiresAlistair MackenzieDafydd Gareth EvansSacha J HowellSusan M AstleyPublished 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.