Using the Least Absolute Shrinkage and Selection Operator analysis, we developed radiomics models for differentiating between HER2-zero versus HER2-low/positive cancers (Task 1), and HER2-low versus positive cancers (Task 2), and HER2-zero versus low cancers (Task 3). Here, ERBB2 is linked to cancer.