STA-Risk combines side-specific and time-aware transformer encodings with an asymmetry loss to predict 1- to 5-year breast cancer risk from longitudinal mammograms, reporting C-indices of 0.722 and 0.732 on two datasets.
NPJ Digital Medicine7(1), 216 (2024)
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STA-Risk: A Deep Dive of Spatio-Temporal Asymmetries for Breast Cancer Risk Prediction
STA-Risk combines side-specific and time-aware transformer encodings with an asymmetry loss to predict 1- to 5-year breast cancer risk from longitudinal mammograms, reporting C-indices of 0.722 and 0.732 on two datasets.