Presentation 2012-05-17
An experimental study for automated training datasets generation in automated 3D planning in total hip arthroplasty
Yuki NAKANISHI, Yoshiyuki KAGIYAMA, Itaru OTOMARU, Futoshi YOKOTA, Masahiko NAKAMOTO, Masaki TAKAO, Nobuhiko SUGANO, Yukio TADA, Noriyuki TOMIYAMA, Yoshinobu SATO,
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Abstract(in English) In this paper, we describe methods for automated bone segmentation and THA planning. The automated planning is formulated as maximum a posterior (MAP) estimation with statistical atlases of implants, bone models, joint functionalities which are modeled with training datasets prepared by an experienced surgeon. In the experiment, we performed the evaluation of the proposed method and obtained a result that there was no significance between the proposed method and surgeon's plans. We considered this showed a potential usefulness of our method with automated segmentation.
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Keyword(in English) Total hip replacement / Statistical model / automatic segmentation / preoperative planning
Paper # IE2012-24,PRMU2012-9,MI2012-9
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Conference Information
Committee PRMU
Conference Date 2012/5/10(1days)
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Registration To Pattern Recognition and Media Understanding (PRMU)
Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) An experimental study for automated training datasets generation in automated 3D planning in total hip arthroplasty
Sub Title (in English)
Keyword(1) Total hip replacement
Keyword(2) Statistical model
Keyword(3) automatic segmentation
Keyword(4) preoperative planning
1st Author's Name Yuki NAKANISHI
1st Author's Affiliation Graduate School of System Informatics, Kobe University()
2nd Author's Name Yoshiyuki KAGIYAMA
2nd Author's Affiliation Interdisciplinary Graduate School of Medicine and Engineering, University of Yamanashi
3rd Author's Name Itaru OTOMARU
3rd Author's Affiliation Graduate School of Engineering, Kobe University
4th Author's Name Futoshi YOKOTA
4th Author's Affiliation Graduate School of Engineering, Kobe University
5th Author's Name Masahiko NAKAMOTO
5th Author's Affiliation Graduate School of Medicine, Osaka University
6th Author's Name Masaki TAKAO
6th Author's Affiliation Graduate School of Medicine, Osaka University
7th Author's Name Nobuhiko SUGANO
7th Author's Affiliation Graduate School of Medicine, Osaka University
8th Author's Name Yukio TADA
8th Author's Affiliation Graduate School of System Informatics, Kobe University
9th Author's Name Noriyuki TOMIYAMA
9th Author's Affiliation Graduate School of Medicine, Osaka University
10th Author's Name Yoshinobu SATO
10th Author's Affiliation Graduate School of Medicine, Osaka University
Date 2012-05-17
Paper # IE2012-24,PRMU2012-9,MI2012-9
Volume (vol) vol.112
Number (no) 37
Page pp.pp.-
#Pages 6
Date of Issue