Computer vision techniques for recognition and retrieval of volumetric biological organs

• Project/Area Number: 24500197
• Research Category: Grant-in-Aid for Scientific Research (C)
• Allocation Type: Multi-year Fund
• Section: 一般
• Research Field: Perception information processing/Intelligent robotics
• Research Institution: Chiba University
• Principal Investigator: IMIYA Atsushi 千葉大学, 統合情報センター, 教授 (10176505)
• Project Period (FY): 2012-04-01 – 2015-03-31
• Project Status: Completed (Fiscal Year 2014)
• Budget Amount: ¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000); Fiscal Year 2014: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000); Fiscal Year 2013: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000); Fiscal Year 2012: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
• Keywords: 変分原理 / データ蓄積 / 大域的整合計算 / 局所的整合計算 / 学習 / 臓器モデル / 形状解析 / 平均臓器 / 変分解析 / 形状処理 / 非剛体 / 画像蓄積 / 計算解剖学

Outline of Final Research Achievements

In this research, we introduced a fast and robust method for registration, recognition and retrieval of volumetric biological organs. The method allows us to construct robust and repairable statistical models for organs in human torso. For the construction of models, (1) we develop a segmentation methods for organs in torso, (2) we define the average organ, (3) we clarify the difference among temporal, spatial and sopatio-temporal averages of organs and (4) we construct a robust and reliable image registration method with data in large database dictionary.

Research Products

• [Journal Article] Global Volumetric Image Registration Using Local Linear Property of Image Manifold (2014)
  • Author(s): Hayato Itoh, Atsushi Imiya, Tomoya Sakai
  • Journal Title: LNCS Volume: 9008 Pages: 238-253
  • DOI: 10.1007/978-3-319-16628-5_18
  • ISBN: 9783319166278, 9783319166285
  • Peer Reviewed
• [Journal Article] Multiple Alignment of Spatiotemporal Deformable Objects for the Average-Organ Computation (2014)
  • Author(s): Shun Inagaki, Hayato Itoh, Atsushi Imiya
  • Journal Title: LNCS Volume: 9828 Pages: 353-366
  • DOI: 10.1007/978-3-319-16220-1_25
  • ISBN: 9783319162195, 9783319162201
  • Peer Reviewed / Acknowledgement Compliant
• [Journal Article] Global Image Registration Using Random Projection and Local Linear Method (2013)
  • Author(s): Hayato Itoh, Tomoya Sakai, Kazuhiko Kawamoto, Atsushi Imiya
  • Journal Title: Lecture Notes in Computer Sciences Volume: 8047 Pages: 564-571
  • DOI: 10.1007/978-3-642-40261-6_68
  • ISBN: 9783642402609, 9783642402616
  • Peer Reviewed
• [Journal Article] Variational Method for Computing Average Images of Biological Organs (2013)
  • Author(s): Shun Inagaki, Atsushi Imiya, Hidekata Hontani, Shohei Hanaoka, Yoshitaka Masutani
  • Journal Title: Lecture Notes in Computer Sciences Volume: 7893 Pages: 440-451
  • DOI: 10.1007/978-3-642-38267-3_37
  • ISBN: 9783642382666, 9783642382673
  • Peer Reviewed
• [Journal Article] Topology-Preserving Dimension-Reduction Methods for Image Pattern Recognition (2013)
  • Author(s): Hayato Itoh, Tomoya Sakai, Kazuhiko Kawamoto, Atsushi Imiya
  • Journal Title: Lecture Notes in Computer Sciences Volume: 7944 Pages: 195-204
  • DOI: 10.1007/978-3-642-38886-6_19
  • ISBN: 9783642388859, 9783642388866
  • Peer Reviewed
• [Journal Article] Dimension Reduction Methods for Image Pattern Recognition (2013)
  • Author(s): Hayato Itoh, Tomoya Sakai, Kazuhiko Kawamoto, Atsushi Imiya
  • Journal Title: Lecture Notes in Computer Sciences Volume: 7953 Pages: 26-42
  • DOI: 10.1007/978-3-642-39140-8_2
  • ISBN: 9783642391392, 9783642391408
  • Peer Reviewed
• [Journal Article] The Mean Boundary Curve of Anatomical Objects. (2012)
  • Author(s): Keiko Morita, Atsushi Imiya, Tomoya Sakai, Hidekata Hontan, Yoshitaka Masutani:
  • Journal Title: LNCS Volume: 7517 Pages: 313-324
  • Peer Reviewed
• [Journal Article] Edge Detection and Smoothing-Filter of Volumetric Data (2012)
  • Author(s): Masaki Narita, Atsushi Imiya, Hayato Itoh:
  • Journal Title: LNCS Volume: 7432 Pages: 657-667
  • Peer Reviewed
• [Journal Article] Interpolation of Reference Images in Sparse Dictionary for Global Image Registration. (2012)
  • Author(s): Hayato Itoh, Shuang Lu, Tomoya Sakai, Atsushi Imiya
  • Journal Title: LNCS Volume: 7432 Pages: 657-667
  • Peer Reviewed
• [Journal Article] Alignment and Morphing for the Boundary Curves of Anatomical Organs. (2012)
  • Author(s): Keiko Morita, Atsushi Imiya, Tomoya Sakai, Hidekaka Hontan, Yoshitaka Masutani:
  • Journal Title: LNCS Volume: 7626 Pages: 458-466
  • Peer Reviewed
• [Presentation] Two-Dimensional Global Image Registration Using Local Linear Property of Image Manifold (2014)
  • Author(s): Hayato Itoh, Atsushi Imiya, Tomoya Sakai
  • Organizer: ICPR
  • Place of Presentation: Stockholm SE
  • Year and Date: 2014-08-24 – 2014-08-28
• [Presentation] Variational Deformation Method for the Computation of the Average Shape of Organs (2014)
  • Author(s): Shun Inagaki, Atsushi Imiya
  • Organizer: CVPR
  • Place of Presentation: Cloumbus, OH, USA
  • Year and Date: 2014-06-23 – 2014-06-26
• [Presentation] 臓器の標準位置の計算 (2013)
  • Author(s): 延原 謙,井宮 淳
  • Organizer: 電子情報通信学会 医用画像研究会（MI）
  • Place of Presentation: 愛知工業大学八草キャンパス
• [Presentation] An Efficient Volumetric Global Image Registration (2012)
  • Author(s): Shuang Lu・Tomoya Sakai・○Atsushi Imiya
  • Organizer: 電子情報通信学会 医用画像研究会（MI）
  • Place of Presentation: 山形大学工学部（米沢キャンパス）
  • Invited
• [Book] Structural, Syntactic, and Statistical Pattern Recognition - Joint IAPR International Workshop, SSPR&SPR 2012, Hiroshima, Japan, November 7-9, 2012. Proceedings (2012)
  • Author(s): Georgy L. Gimel'farb, Edwin R. Hancock, Atsushi Imiya, Arjan Kuijper, Mineichi Kudo, Shinichiro Omachi, Terry Windeatt, Keiji Yamada (Eds.):
  • Total Pages: 780
  • Publisher: Springer