In contrast, HER2 cell detection and classification methods13, 14, 15, 16 reduce annotation requirements and circumvent the need for post-processing, yet still require single-cell annotations and fail to exclude non-invasive tumor components. This evidence concerns the gene ERBB2 and neoplasm.