Ellipsoid-constrained robust fitting of quadrics with application to the 3D morphological characterization of articular surfaces

被引:5
作者
Allaire, S. [1 ]
Jacq, J. -J. [2 ,3 ]
Burdin, V. [2 ,3 ]
Roux, Ch. [2 ,3 ]
机构
[1] Princess Margaret Hosp, Uni Hlth Network Program, 610 Univ Av,Suite 5-612, Toronto, ON M5G 2M9, Canada
[2] GET ENST Bretagne, F-29200 Brest, France
[3] INSERM, F-29200 Brest, France
来源
2007 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-16 | 2007年
关键词
D O I
10.1109/IEMBS.2007.4353484
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
This paper addresses the ellipsoid-type-specified fitting of quadratic surfaces, in the scope of model-based global feature extraction within scattered 3D point clouds. At characterizing articular bone surfaces, the quadrics estimated indicate useful overall-symmetry-related intrinsic centers and axes in joints. A constrained weighted least-squares minimization of algebraic residuals is used, with a robust and bias-corrected metric. With only one quadratic constraint involved, every step produces closed-form eigenvector solutions. To guarantee that an ellipsoid is output, we originally exploit a 2D representation called the Quadric Shape Map (QSM) by carrying out a visual study of the influence of shape constraints. The identified ellipsoid guarantee is needed to extract the center and axes in a wrist joint data stemming from 3D medical images.
引用
收藏
页码:5087 / +
页数:2
相关论文
共 9 条
[1]  
Ahn SJ, 2002, IEEE T PATTERN ANAL, V24, P620, DOI 10.1109/34.1000237
[2]   Robust quadric fitting and mensuration comparison in a mapping space applied to 3D morphological characterization of articular surfaces [J].
Allaire, S. ;
Burdin, V. ;
Jacq, J. -J. ;
Moineau, G. ;
Stindel, E. ;
Roux, C. H. .
2007 4TH IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING : MACRO TO NANO, VOLS 1-3, 2007, :972-+
[3]   Direct least square fitting of ellipses [J].
Fitzgibbon, A ;
Pilu, M ;
Fisher, RB .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1999, 21 (05) :476-480
[4]  
GRAMMALIDIS N, 2000, P 7 IEEE ICIP SEP, V1, P284
[5]   Influence of articular geometry on prosthetic wrist stability [J].
Grosland, NM ;
Rogge, RD ;
Adams, BD .
CLINICAL ORTHOPAEDICS AND RELATED RESEARCH, 2004, (421) :134-142
[6]  
HALIF R, 2000, P 8 WSCG PLZEN FEB, V1
[7]  
Li QD, 2004, GEOMETRIC MODELING AND PROCESSING 2004, PROCEEDINGS, P335
[8]   A NOTE ON THE LEAST-SQUARES FITTING OF ELLIPSES [J].
ROSIN, PL .
PATTERN RECOGNITION LETTERS, 1993, 14 (10) :799-808
[9]  
WERGHI N, 1998, P 5 EUR C COMP VIS, P185