| 第36卷 第6期 | 西 安 交 通 大 学 学 报 | Vol.36 No6 |
| 2002年6月 | Journal of Xi'an Jiaotong Universtity |
Jun 2002 |
Fractal Feature Analysis on Texture of Bone X-Ray Images
Zhang Dengfu,Yang Xinhui,Zhang Feng,Jiang Dazong
(School of Life Science and Technology,Xi'an Jiaotong University,Xi'an 710049,China)
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Abstract:The projection power spectrum of bone X-ray images along each
orientation can be considered as fractional Brownian motion. A new fractal dimension is
developed. For different orientations, the directional fractal dimension is calculated by
applying a regression method to the projection power spectrum in power spectrum density
space. The ratio of maximum and minimum directional fractal dimensions in polar
coordinates defines an anisotropic texture feature. The ratio reflects the degree of
anisotropy of trabecular patterns, and is successfully used in our pattern classification.
Numerical results show that the anisotropic index has good discrimination on two different
grades of osteoporosis. The anisotropic index and the spectrum features of bone compose a
feature sets, and are further applied to quantitative classification of osteoporosis bone.
This indicates the potential applicability of our method to the objective assessment of
osteoporosis.
Keywords:osteoporosis;texture analysis;projection power
spectrum;fractal dimension;trabecular pattern