ERBB2 and invasive breast carcinoma: In this study, DL models showed strong performance in predicting HER2 status in invasive breast cancer, with AUC values of 0.845 for DL-US, 0.800 for DL-MRI, and 0.898 for the combined DL-MRI&US model.