Presentation 2010-05-14
A Statistical Shape model using 2D-principal Component Analysis from few Medical Samples
Tomoko TATEYAMA, Taishi TANAKA, Shinya KOHARA, Amir H FOROOZAN, Akira FURUKAWA, Yen-Wei CHEN,
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Abstract(in English) Statistical model is to model the shape variation of an object for human organ, and used for a variety of medical application. In medical statistical shape field, the medical training samples are very limited, so it is difficult to construct a statistical shape model with generalization from few samples. In this paper, we propose a novel efficient 3D-shape representation method based sphere coordinate representation, and 2D-PCA based statistical shape model method from few medical samples and show its effectiveness. The experiments showed that our proposed method can reconstruct statistical shape model be always higher than conventional method.
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Keyword(in English) Statistical shape model / Spherical Polar Coordinates / 3-D shape information / 2-Dimensional Principal Component Analysis / few Medical Sample / reconstruction of human spleen
Paper # IE2010-32,PRMU2010-20,MI2010-20
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Committee MI
Conference Date 2010/5/6(1days)
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Registration To Medical Imaging (MI)
Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) A Statistical Shape model using 2D-principal Component Analysis from few Medical Samples
Sub Title (in English)
Keyword(1) Statistical shape model
Keyword(2) Spherical Polar Coordinates
Keyword(3) 3-D shape information
Keyword(4) 2-Dimensional Principal Component Analysis
Keyword(5) few Medical Sample
Keyword(6) reconstruction of human spleen
1st Author's Name Tomoko TATEYAMA
1st Author's Affiliation Intelligent Image Processing Lab, College of Information Science and Engineering, Ritsumeikan University()
2nd Author's Name Taishi TANAKA
2nd Author's Affiliation Intelligent Image Processing Lab, College of Information Science and Engineering, Ritsumeikan University
3rd Author's Name Shinya KOHARA
3rd Author's Affiliation Intelligent Image Processing Lab, College of Information Science and Engineering, Ritsumeikan University
4th Author's Name Amir H FOROOZAN
4th Author's Affiliation College of Engineering, University of Tehran
5th Author's Name Akira FURUKAWA
5th Author's Affiliation Department of Radiology, Shiga University of Medical Science
6th Author's Name Yen-Wei CHEN
6th Author's Affiliation Intelligent Image Processing Lab, College of Information Science and Engineering, Ritsumeikan University
Date 2010-05-14
Paper # IE2010-32,PRMU2010-20,MI2010-20
Volume (vol) vol.110
Number (no) 28
Page pp.pp.-
#Pages 6
Date of Issue