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2013 Fiscal Year Final Research Report

Statistical spatiotemporal model of anatomical and pathological structures and computer-aided diagnostic imaging

Research Project

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Project/Area Number 23500205
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Perception information processing/Intelligent robotics
Research InstitutionTokyo University of Agriculture and Technology

Principal Investigator

SHIMIZU Akinobu  東京農工大学, 工学(系)研究科(研究院), 准教授 (80262880)

Project Period (FY) 2011 – 2013
Keywords医用画像 / 画像認識 / 統計モデル
Research Abstract

We proposed a statistical spatial model so as to describe the spatial relationship between anatomical structures in a medical imagery. A simultaneous segmentation algorithm of multiple structures based on the model was developed. Subsequently a novel conditional statistical model was proposed, in which a condition can be relaxed and it is automatically optimized based on an error model of the condition of training data. Further contributions are developments of a multi-layer segmentation algorithm with a statistical model of layers and simultaneous recognition algorithm of healthy and pathological structures based on an statistical image database.

  • Research Products

    (4 results)

All 2014 2013 2012 Other

All Journal Article (1 results) Presentation (1 results) Book (1 results) Remarks (1 results)

  • [Journal Article] Ensemble learning based segmentation of metastatic liver tumours in contrast-enhanced computed tomography2013

    • Author(s)
      Akinobu Shimizu, Takuya Narihira, Daisuke Furukawa, Hidefumi Kobatake, Shigeru Nawano and Kenji Shinozaki
    • Journal Title

      IEICE TRANSACTIONS on INF. & SYST

      Volume: vol.E96-D,no.4 Pages: 864-868

    • DOI

      10.1587/transinf.E96.D.864

  • [Presentation] グラフカットによる黄斑部 OCT 画像上の脈絡膜抽出処理の改良2014

    • Author(s)
      稲垣和樹, 清水昭伸, 安野嘉晃, 生野恭司
    • Organizer
      信学技報
    • Place of Presentation
      沖縄ぶんかテンブス館, 沖縄
    • Year and Date
      2014-01-26
  • [Book] 医用画像工学ハンドブック2012

    • Author(s)
      尾川浩一, 清水昭伸, 工藤博幸 編
    • Total Pages
      414-451,572-575,682-686
    • Publisher
      日本医用画像工学会
  • [Remarks]

    • URL

      http://www.tuat.ac.jp/~simizlab/

URL: 

Published: 2015-07-16  

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