UST rejection ratio of heavy plates was relatively high since the 300 mm thickness slab caster has been operated at Pohang Works. An internal quality prediction system for slab was developed that can evaluate the center segregation level of slabs within 5 minutes after cutting. The rejection ratio of heavy plate thicker than 70 mm could be reduced effectively from 5% down to below 0.5% by applying this technology.