Steel is by far the world's most important, multi-functional, and most adaptable material. The excellent mechanical properties of advanced steels are determined by their microstructure. While the microstructural characterization is widely spread and well known, the microstructural classification is done manually by human experts, which results in uncertainties due to subjectivity. The lack of objective microstructural classification methods is a barrier for the further development of a new generation of advanced steels.