G. Corkidi et al., Roughness feature of metaphase chromosome spreads and nuclei for automatedcell proliferation analysis, MED BIO E C, 36(6), 1998, pp. 679-685
As a step towards automation of mitotic index estimation for cell prolifera
tion studies, a roughness feature of surface-intensity images is introduced
: the mean depth-width ratio of extrema (MDWRE). This feature allows identi
fication of variable-shaped metaphases and interphase nuclei in the presenc
e of many artefacts (one metaphase per hundreds of nuclei and thousands of
artefacts). The texture of the cytological objects (seen as rough surfaces)
is quantified by scanning, in one dimension, the lines contained in a clos
ed contour. MDWRE proves to be suitable for image magnifications by a facto
r of as low as ten, making faster scanning of slides possible. The use of t
his feature gives + 14%, + 65%, + 133% and + 133% better performance figure
s than classical textural features derived from co-occurrence matrices, suc
h as contrast, energy, entropy and angular second moment, respectively, and
+ 51% better than the relative extrema density (RED). The MDWRE per object
and the shape of the histogram of the depth-width ratio of grey-level roug
hs have been shown to be very useful as textural features for the classific
ation of metaphase images.