Developing sizing systems using 3D scanning head anthropometric data

•This study established a database with 1,010 Taiwanese males’ 3D head anthropometric data.•Two-stage clustering and two-level SOM methods were used to construct two sizing systems.•The coverage rates were both over 80% for the two sizing systems.•The two-level SOM method helped achieve higher quality, fewer sizes, and visualized results.