ERBB2 and breast cancer: In our study, compared to the former GrayMax algorithm, the upgraded GrayMap + CNN model can get rid of the most nonspecific and heterogeneous staining problem as well as the special staining pattern of specific breast cancer subtypes in HER2 IHC classification.