In this paper, a novel approach is proposed to identify the detailed typefa
ce of Gothic characters in document images. The identification is performed
by evaluating two types of typeface models, named the Gs-pattern and the G
d-pattern according to the principle of MDL. The typeface models are genera
ted from the observed character image by using morphology and are viewed as
approximating expressions of the observed character. Consequently, this me
thod is unique in that it is free from both character recognition and dicti
onary lookup.