Generation of 3D Canonical Anatomical Models: An Experience on Carpal Bones

被引:2
|
作者
Banerjee, Imon [1 ]
Laga, Hamid [2 ]
Patane, Giuseppe [1 ]
Kurtek, Sebastian [3 ]
Srivastava, Anuj [4 ]
Spagnuolo, Michela [1 ]
机构
[1] CNR IMATI, Genoa, Italy
[2] Univ S Australia, Adelaide, SA 5001, Australia
[3] Ohio State Univ, Columbus, OH 43210 USA
[4] Florida State Univ, Tallahassee, FL 32306 USA
来源
NEW TRENDS IN IMAGE ANALYSIS AND PROCESSING - ICIAP 2015 WORKSHOPS | 2015年 / 9281卷
关键词
Medical data; Carpal bones; Shape analysis; Mean shape;
D O I
10.1007/978-3-319-23222-5_21
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The paper discusses the initial results obtained for the generation of canonical 3D models of anatomical parts, built on real patient data. 3D canonical models of anatomy are key elements in a computer-assisted diagnosis; for instance, they can support pathology detection, semantic annotation of patient-specific 3D reconstructions, quantification of pathological markers. Our approach is focused on carpal bones and on the elastic analysis of 3D reconstructions of these bones, which are segmented from MRI scans, represented as 0-genus triangle meshes, and parameterized on the sphere. The original method [8] relies on a set of sparse correspondences, defined as matching vertices. For medical applications, it is desirable to constrain the mean shape generation to set-up the correspondences among a larger set of anatomical landmarks, including vertices, lines, and areas. Preliminary results are discussed and future development directions are sketched.
引用
收藏
页码:167 / 174
页数:8
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