Abstract
A novel method of texture characterization, called intersize correlation of grain
occurrences, is proposed. This idea is based on a model of texture description,
called gPrimitive, Grain and Point Configuration (PGPC)h texture model. This
model assumes that a texture is composed by arranging grains, which are locally
extended objects appearing actually in a texture. The grains in the PGPC
model are regarded to be derived from one primitive by the homothetic magnification,
and the size of grain is defined as the degree of magnification. The
intersize correlation is the correlation between the occurrences of grains of different
sizes located closely to each other. This is introduced since homothetic
grains of different sizes often appear repetitively and the appearance of smaller
grains depends on that of larger grains. Estimation methods of the primitive and
grain arrangement of a texture are presented. A method of estimating the intersize
correlation and its application to texture regeneration are presented with
experimental results. The regenerated texture has the same intersize correlation
as the original while the global arrangement of large-size grains are completely
different. Although the appearance of the resultant texture is globally different
from the original, the semi-local appearance in the neighborhood of each largesize
grain is preserved.
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