Fig. 4: Evaluation of three state-of-the-art self-supervised learning (SSL) methods.

SSL on unlabeled mammograms enhanced the representations for predicting cancer outcomes. The mean and standard deviation (error bars) were calculated across 1000 bootstrap samples. LNM lymph node metastasis, ROC AUC area under the receiver operating characteristics curve.