In the heat treatment of steel, decarburization is a serious issue that leads to poor wear resistance and low fatigue life. At present, depth was determined using visual estimation by human eye, software through traditional image analysis. Therefore, analysis remains limited in experts algorithms. Artificial intelligence general-purpose technology has multitude applications. This paper uses con...