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2011 Fiscal Year Final Research Report

Statistical Volume Models of Human Anatomy and Their Applications to Computer Aided Diagnostics

Research Project

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Project/Area Number 21300070
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Perception information processing/Intelligent robotics
Research InstitutionRitsumeikan University

Principal Investigator

CHEN Yen-wei  立命館大学, 情報理工学部, 教授 (60236841)

Co-Investigator(Kenkyū-buntansha) TANAKA Hiromi  立命館大学, 情報理工学部, 教授 (10268154)
TANAKA Satoshi  立命館大学, 情報理工学部, 教授 (60251980)
SATO Yoshinobu  大阪大学, 医学系・研究科, 准教授 (70243219)
FURUKAWA Akira  滋賀医科大学, 医学部, 准教授 (80199421)
MORIKAWA Shigehiro  滋賀医科大学, 医学部, 教授 (60220042)
TATEYAMA Tomoko  立命館大学, 情報理工学部, 助手 (90550153)
HAN Shanfa  立命館大学, 立命館グローバルイノベーション研究機構, ポストドクトラルフェロー (60469195)
Project Period (FY) 2009 – 2011
Keywords一般化N次元主成分分析 / 多次元データ / 統計モデリング / CTボリューム / 医用画像データベース
Research Abstract

We proposed a novel tensor based learning method called generalized N-dimensional principal component analysis(GND-PCA) for multi-dimensional data analysis. We also proposed a framework based on GND-PCA and a 3D shape normalization technique for statistical volume(texture) modeling of the liver. The 3D shape normalization technique is used for normalizing liver shapes in order to remove the liver shape variability and capture pure texture variations. The GND-PCA is used to overcome overfitting problems when the training samples are too much fewer than the dimension of the data. The preliminary results of leave-one-out experiments show that the statistical texture model of the liver built by our method can represent an untrained liver volume well, even though the mode is trained by fewer samples. We also demonstrate its potential application to classification of normal and abnormal(with tumors) livers.

  • Research Products

    (34 results)

All 2012 2011 2010 2009 Other

All Journal Article (8 results) (of which Peer Reviewed: 7 results) Presentation (13 results) Book (5 results) Remarks (1 results) Patent(Industrial Property Rights) (7 results) (of which Overseas: 4 results)

  • [Journal Article] Application of ICA to X-ray coronary digital subtraction angiography2012

    • Author(s)
      Songyuan Tang, Yongtian Wang, Yen-Wei Chen
    • Journal Title

      Neurocomputing

      Volume: Vol.79 Pages: 168-172

    • Peer Reviewed
  • [Journal Article] Multilinear Supervised Neighborhood of Local Descriptor Tensor for Scene/object Recognition, IEEE2012

    • Author(s)
      Xian-Hua Han, Yen-Wei Chen and Xiang Ruan
    • Journal Title

      Trans. On Image Processing

      Volume: Vol.21 Pages: 1314-1326

    • Peer Reviewed
  • [Journal Article] A Statistical Texture Model of the Liver Based on Generalized N-dimensional Principal Component Analysis(GND-PCA) and 3D Shape Normalization2011

    • Author(s)
      Xu Qiao and Yen-Wei Chen
    • Journal Title

      International Journal of Biomedical Imaging

      Volume: Vol.2011

    • Peer Reviewed
  • [Journal Article] Biomedical Imaging Modality Classification Using Combined Visual Features and Textual Terms2011

    • Author(s)
      Xian-Hua Han and Yen-Wei Chen
    • Journal Title

      International Journal of Biomedical Imaging

      Volume: Vol.2011

    • Peer Reviewed
  • [Journal Article] A robust method based on ICA and mixture sparsity for edge detection in medical images for edge detection in medical images2011

    • Author(s)
      Xian-Hua Han, Yen-Wei Chen
    • Journal Title

      Signal Image and Video Processing

      Volume: Vol.5 Pages: 39-47

    • Peer Reviewed
  • [Journal Article] Global Selection vs Local Ordering of Color SIFT Independent Components for Object/Scene Classification2011

    • Author(s)
      Danni Ai, Xianhua Han, Xiang Ruan and Yen-Wei Chen
    • Journal Title

      IEICE Transactions

      Volume: Vol.E94-D, No.9 Pages: 1800-1808

    • Peer Reviewed
  • [Journal Article] 勾配情報に基づくエッジ保存補間と超解像技術への応用2011

    • Author(s)
      岩本祐太郎, 韓先花, 健山智子, 大橋基範, 笹谷聡, 陳延偉
    • Journal Title

      電気学会論文誌C(電子・情報・システム部門誌)

      Volume: Vol.131 Pages: 1901-1906

    • Peer Reviewed
  • [Journal Article] II各論腹部腸管壊死(梗塞)の診断2011

    • Author(s)
      古川顕, 他9名
    • Journal Title

      救急医学

      Volume: 2月号 Pages: 197-200

  • [Presentation] Cross-sectional Imaging of the Bowel2011

    • Author(s)
      Akira Furukawa, Shuzo Kanasaki, Makoto Wakamiya, Kiyoshi Murata, Xin Wu, Tomoko Tateyama, Yen-Wei Chen
    • Organizer
      Proc. of 6^<th> International Conference on Computer Sciences and Convergence Information Technology(ICCIT2011)
    • Place of Presentation
      Jeju Island, Korea
    • Year and Date
      20111129-1201
  • [Presentation] Diagnosis of liver cirrhosis with the use of multi-detector row computed tomography(MDCT): morphological approach and quantitative approach using statistical geometric hepatic model2011

    • Author(s)
      Shuzo Kanasaki, Akira Furukawa, Makoto Wakamiya, Kiyoshi Murata, Shinya Kohara, Tomoko Tateyama, Xian-hua Han and Yen-Wei Chen
    • Organizer
      Proc. of 6^<th> International Conference on Computer Sciences and Convergence Information Technology(ICCIT2011)
    • Place of Presentation
      Jeju Island, Korea
    • Year and Date
      20111129-1201
  • [Presentation] 3D Visualization of Liver and Its Vascular Structures and Surgical Planning System-Surgical Simulation-2011

    • Author(s)
      Tsukasa SHINDO, Tomoko TATEYAMA, Amir HOSSEIN FORUZAN, Xianhua HAN, Kosuke MIYAWAKI, Takumi TSUDA, Masaki KAIBORI, Masanori KON, Huiyan JIAMG, Yen-Wei CHEN
    • Organizer
      Proc. of 6^<th> International Conference on Computer Sciences and Convergence Information Technology(ICCIT2011)
    • Place of Presentation
      Jeju Island, Korea
    • Year and Date
      20111129-1201
  • [Presentation] Shape Representation of Human Anatomy Using Spherical Harmonic Basis Function2011

    • Author(s)
      Tomoko Tateyama, Megumi Okegawa, Shinya Kohara, Xianhua Han, Shuzo Kanasaki, Akira Furukawa, Huiyan Jiang, Kiyoshi Murata, Yen-Wei Chen
    • Organizer
      Proc. of 6^<th> International Conference on Computer Sciences and Convergence Information Technology(ICCIT2011)
    • Place of Presentation
      Jeju Island, Korea
    • Year and Date
      20111129-1201
  • [Presentation] Preliminary Study on Statistical Shape Model Applied to Diagnosis of Liver Cirrhosis2011

    • Author(s)
      Shinya Kohara, Tomoko Tateyama, Amir Hossein Foruzan, Akira Furukawa, Shuzo Kanasaki, Makoto Wakamiya, Xiong Wei and Yen-Wei Chen
    • Organizer
      Proc. of IEEE International Conference on Image Processing
    • Place of Presentation
      Brussels, Belguim
    • Year and Date
      20110911-14
  • [Presentation] CT IMAGE CONTRAST ENHANCEMENT AND LIVER TUMOR DETECTION BY USING PROBABILITY DENSITY FUNCTION AND EM/MPM ALGORITHM2011

    • Author(s)
      Yu Masuda, Tomoko Tateyama, Wei Xiong, Jiayin Zhou, Makoto Wakamiya, Syuzo Kanasaki, Akira Furukawa and Yen Wei Chen
    • Organizer
      Proc. of IEEE International Conference on Image Processing
    • Place of Presentation
      Brussels, Belguim
    • Year and Date
      20110911-14
  • [Presentation] Canonical Correlation Analysis of Local Feature Set for View-Based Object Recognition2011

    • Author(s)
      Xian-Hua Han, Yen-Wei Chen and Xiang Ruan
    • Organizer
      IEEE International Conference on Image Processing
    • Place of Presentation
      Brussels, Belguim
    • Year and Date
      20110911-14
  • [Presentation] HIGH FREQUENCY COMPENSATED FACE HALLUCINATION2011

    • Author(s)
      So Sasatani, Xian-Hua Han, Takanori Igarashi, Motonori Ohashi, Yutaro Iwamoto, Yen-Wei Chen
    • Organizer
      IEEE International Conference on Image Processing
    • Place of Presentation
      Brussels, Belguim
    • Year and Date
      20110911-14
  • [Presentation] Batch-incremental Principal Component Analysis with Exact Mean Up date2011

    • Author(s)
      Guifang Duan, Yen-Wei Chen
    • Organizer
      IEEE International Conference on Image Processing
    • Place of Presentation
      Brussels, Belguim
    • Year and Date
      20110911-14
  • [Presentation] PCA Based Regional Mutual Information for Robust Medical Image Registration2011

    • Author(s)
      Yen-Wei Chen and Chen-Lun Lin
    • Organizer
      Lecture Notes in Computer Science
    • Place of Presentation
      Guilin, China
    • Year and Date
      20110529-0601
  • [Presentation] Digital Atlases of Human Anatomy and Their Applications to Computer Assisted Diagnosis2011

    • Author(s)
      Yen-Wei Chen
    • Organizer
      6^<th> International Conference on Computer Sciences and Convergence Information Technology(ICCIT2011)
    • Place of Presentation
      Jeju Island, Korea
    • Year and Date
      2011-11-29
  • [Presentation] 学習ベース超解像技術2011

    • Author(s)
      陳延偉
    • Organizer
      電子情報通信学会医用画像研究会
    • Place of Presentation
      北海道大学(北海道)
    • Year and Date
      2011-07-13
  • [Presentation] Hallucination法に基づいた医用画像の超解像処理2011

    • Author(s)
      岩本祐太郎, 韓先花, 大橋基範, 笹谷聡, 谷口和輝, 陳延偉
    • Organizer
      電子情報通信学会医用画像研究会
    • Place of Presentation
      名古屋大学(愛知県)
    • Year and Date
      2011-05-19
  • [Book] 入門画像改善・画像復元・超解像技術2011

    • Author(s)
      陳延偉
    • Total Pages
      131
    • Publisher
      トリケップス社
  • [Book] Proc. of the 6th International Conference on Computer Sciences and Convergence Information Technology2011

    • Author(s)
      Franz I. S. Ko, Kae Dal Kwack, Soonwook Hwang, Shigeo Kawata and Yen-Wei Chen
    • Total Pages
      1165
    • Publisher
      IEEE Press
  • [Book] Multilinear Supervised Neiborhood Preserving Embedding Analysis of Local Descriptor Tensor2011

    • Author(s)
      Xianhua Han and Yen-Wei Chen
    • Total Pages
      288
    • Publisher
      Intech
  • [Book] Software Engineering and Date Mining2010

    • Author(s)
      Gang Kou, Yi Peng, Franz I. S. Ko, Yen-Wei Chen and Tomoko Tateyama
    • Total Pages
      724
    • Publisher
      IEEE Computer Society
  • [Book] Proc. of 2009 Fifth International Conference on Intelligent Information Hiding and Multimedia Signal Processing2009

    • Author(s)
      Jeng-Shyang Pan, Yen-Wei Chen and Lahmi C. Jain
    • Total Pages
      1357
    • Publisher
      IEEE Computational Intelligence Society
  • [Remarks]

    • URL

      http://www.iipl.is.ritsumei.ac.jp/Chen_fund20091.html

  • [Patent(Industrial Property Rights)] 手術支援システム及びコンピュータプログラム2011

    • Inventor(s)
      陳延偉、健山智子、進藤典、増田優、アミラホセインフローゼン、海堀昌樹、櫂雅憲、津田匠
    • Industrial Property Rights Holder
      学校法人立命館、学校法人関西医科大学
    • Industrial Property Number
      特許権、特願2011-090287
    • Filing Date
      2011-04-14
  • [Patent(Industrial Property Rights)] 画像変形装置、電子機器、画像変形方法、および画像変形プログラム2011

    • Inventor(s)
      青木博松、陳延偉、瀬尾昌孝、大村瑞穂
    • Industrial Property Rights Holder
      オムロン(株)、学校法人立命館
    • Industrial Property Number
      特許権、PCT/JP2011/058401
    • Filing Date
      2011-04-01
    • Overseas
  • [Patent(Industrial Property Rights)] ドリル検査装置、ドリル検査方法、およびそのプログラム2011

    • Inventor(s)
      陳延偉、段桂芳、助川武史
    • Industrial Property Rights Holder
      学校法人立命館、(株)デジタルデザイン((株)リミックスポイントより権利移行)
    • Industrial Property Number
      特許権、I350779
    • Acquisition Date
      2011-10-21
    • Overseas
  • [Patent(Industrial Property Rights)] ドリル検査装置、ドリル検査方法、およびプログラム2011

    • Inventor(s)
      陳延偉、段桂芳、助川武史
    • Industrial Property Rights Holder
      学校法人立命館、(株)デジタルデザイン((株)リミックスポイントより権利移行)
    • Industrial Property Number
      特許権、ZL200810096967.9
    • Acquisition Date
      2011-01-19
    • Overseas
  • [Patent(Industrial Property Rights)] 画像変形装置、電子機器、画像変形方法、および画像変形プログラム2010

    • Inventor(s)
      青木博松、陳延偉、瀬尾昌孝、大村瑞穂
    • Industrial Property Rights Holder
      オムロン(株)、学校法人立命館
    • Industrial Property Number
      特許権、特願2010-105150
    • Filing Date
      2010-04-30
  • [Patent(Industrial Property Rights)] 画像変形方法、画像処理装置、及びコンピュータプログラム2010

    • Inventor(s)
      瀬尾昌孝、陳延偉
    • Industrial Property Rights Holder
      学校法人立命館
    • Industrial Property Number
      特許権、特願2010-032680
    • Filing Date
      2010-02-17
  • [Patent(Industrial Property Rights)] ドリル検査装置、ドリル検査方法、およびそのプログラム2009

    • Inventor(s)
      陳延偉、段桂芳、助川武史
    • Industrial Property Rights Holder
      学校法人立命館、(株)デジタルデザイン((株)リミックスポイントより権利移行)
    • Industrial Property Number
      特許権、10-0899259
    • Acquisition Date
      2009-05-18
    • Overseas

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Published: 2013-07-31  

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