Structure based classification of μ-CT images of human trabecular bone using local Minkowski Functionals

被引:1
|
作者
Monetti, Roberto A. [1 ]
Bauer, Jan [2 ]
Sidorenko, Irina [1 ]
Mueller, Dirk [2 ]
Rummeny, Ernst [2 ]
Matsuura, Maiko [3 ]
Eckstein, Felix [4 ]
Lochmueller, Eva-Maria [5 ]
Zysset, Philippe [6 ]
Raeth, Christoph [1 ]
机构
[1] Max Planck Inst Extraterr Phys, Giessenbachstr 1, D-85748 Garching, Germany
[2] Tech Univ Muenchen, Dept Radiol, D-81675 Munich, Germany
[3] Ludwig Maximilians Univ Munchen, Dept Anatomy, D-80336 Munich, Germany
[4] Paracelsus Private Med Univ, Inst Anatomy & Musculoskeletal Res, A-5020 Salzburg, Austria
[5] Ludwig Maximilians Univ Munchen, Dept Gynecol I, D-80336 Munich, Germany
[6] Vienna Univ Technol, Inst Lightweight Design & Struct Biomech, A-1040 Vienna, Austria
关键词
mu-CT Imaging; Minkowski Functionals; Bone Structure Analysis; Clustering; RESOLUTION MR-IMAGES; CANCELLOUS BONE; ILIAC CREST; FEMUR; SPINE;
D O I
10.1117/12.878688
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
We analyse mu-CT tomographic images of human trabecular bone in vitro. We consider a sample consisting of 201 bone specimens harvested from six different skeletal sites within a narrow range of bone fraction values. Using the characterization of the trabecular bone network given by local Minkowski Functionals, we apply classification algorithms in order to reveal structural similarities in the sample. Clusters show some interesting specific structural features, like compact, porous, and fragmented structures. The contribution of the different skeletal sites to these clusters indicate some variability due to intrinsic structural differences of the specific skeletal site.
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页数:9
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