Accuracy assessment of CT-based outer surface femur meshes

被引:98
作者
Gelaude, F. [1 ]
Sloten, J. Vander [1 ]
Lauwers, B. [2 ]
机构
[1] Katholieke Univ Leuven, Div Biomech & Engn Design, BE-3001 Louvain, Belgium
[2] Katholieke Univ Leuven, Div Prod Engn Machine Design & Automat, BE-3001 Louvain, Belgium
关键词
CT; bone segmentation accuracy; surface meshes; geometrical ground truth; computer-aided implant design; computer-aided bone surgery planning;
D O I
10.3109/10929080802195783
中图分类号
R61 [外科手术学];
学科分类号
摘要
Objectives: Computer-aided bone surgery planning and implant design applications require accurate and compact representations of the patient's bone. The accuracy of bone segmentation from medical images has been studied extensively, with each study using a specific ground truth and a specific type and number of accuracy measurements. However, for convenience and practical reasons these three specifications have always been limited. The goal of this study is to thoroughly assess the absolute 3D accuracy of CT-based bone outer surface meshes, using femora as the examples. Materials and Methods: Using dense and very accurate optical surface scans of 15 dried femora as an absolute ground truth, this paper reports on the absolute 3D geometric accuracy of triangulated bone outer surface meshes, which were segmented from the CT scans of the corresponding formalin-fixed intact cadaver specimens using the author's previously presented contour-based segmentation algorithm on the one hand, and the commercially available Mimics(R) software (Materialise N.V., Leuven, Belgium) on the other. The study incorporates the effect of soft tissue presence on hard tissue segmentation and simultaneously reveals the accuracy shift introduced as a result of boiling the cadaver bones by processing extra CT scans of the dried bones. Results: The presented study demonstrates that, when using the optimal parameter settings for the respective segmentation procedures, sub-voxel mesh accuracies can be attained. Compact surface representations of femora can be generated with mean absolute accuracies of up to one fifth of the voxel size and Root Mean Square (RMS) error of half the voxel size. Conclusions: The 3D accuracy of the contour-based segmentation previously presented by the author makes it most suitable for generating outer bone surface meshes for use in the aforementioned applications. The optimal parameter settings for this segmentation procedure have been identified. For the Mimics(R) bone surface meshes, a single, but excellent, pre-defined set of parameters was identified.
引用
收藏
页码:188 / 199
页数:12
相关论文
共 29 条
[1]   Mesh: Measuring errors between surfaces using the Hausdorff distance [J].
Aspert, N ;
Santa-Cruz, D ;
Ebrahimi, T .
IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO, VOL I AND II, PROCEEDINGS, 2002, :705-708
[2]   A METHOD FOR REGISTRATION OF 3-D SHAPES [J].
BESL, PJ ;
MCKAY, ND .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1992, 14 (02) :239-256
[3]   Surface interpolation with radial basis functions for medical imaging [J].
Carr, JC ;
Fright, WR ;
Beatson, RK .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1997, 16 (01) :96-107
[4]   Accurate linear measurements in the anterior maxilla using orthoradially reformatted spiral computed tomography [J].
Cavalcanti, MGP ;
Yang, J ;
Ruprecht, A ;
Vannier, MW .
DENTOMAXILLOFACIAL RADIOLOGY, 1999, 28 (03) :137-140
[5]  
CLIJMANS T, 2006, P 7 INT S COMP METH
[6]   ACTIVE SHAPE MODELS - THEIR TRAINING AND APPLICATION [J].
COOTES, TF ;
TAYLOR, CJ ;
COOPER, DH ;
GRAHAM, J .
COMPUTER VISION AND IMAGE UNDERSTANDING, 1995, 61 (01) :38-59
[7]   RECONSTRUCTION OF CRANIOFACIAL BONE DEFECTS WITH INDIVIDUAL ALLOPLASTIC IMPLANTS BASED ON CAD/CAM-MANIPULATED CT-DATA [J].
EUFINGER, H ;
WEHMOLLER, M ;
MACHTENS, E ;
HEUSER, L ;
HARDERS, A ;
KRUSE, D .
JOURNAL OF CRANIO-MAXILLO-FACIAL SURGERY, 1995, 23 (03) :175-181
[8]  
Fleute M, 1999, Med Image Anal, V3, P209, DOI 10.1016/S1361-8415(99)80020-6
[9]  
Gelaude F., 2006, Computer-Aided Design and Applications, V3, P193
[10]   Semi-automated segmentation and visualisation of outer bone cortex from medical images [J].
Division of Biomechanics and Engineering Design, Katholieke Universiteit Leuven, B-3001 Heverlee, Belgium ;
不详 .
Comput. Methods Biomech. Biomed. Eng., 2006, 1 (65-77) :65-77