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RESEARCH ON A REGION EXTRACTION METHOD USING MULTIPLE ACTIVE CONTOUR MODELS

Research Project

Project/Area Number 12680410
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field 情報システム学(含情報図書館学)
Research InstitutionTOHOKU UNIVERSITY (2001)
Japan Advanced Institute of Science and Technology (2000)

Principal Investigator

ABE Toru  Tohoku University, Information Synergy Center, Associate Professor, 情報シナジーセンター, 助教授 (80222652)

Project Period (FY) 2000 – 2001
Project Status Completed (Fiscal Year 2001)
Budget Amount *help
¥3,700,000 (Direct Cost: ¥3,700,000)
Fiscal Year 2001: ¥1,300,000 (Direct Cost: ¥1,300,000)
Fiscal Year 2000: ¥2,400,000 (Direct Cost: ¥2,400,000)
Keywordsimage processing / region extraction / active contour model : ACM / image properties / statistical characteristics / initial ACM / control of ACM / clustering / 画像の統計的特徴
Research Abstract

To extract object regions from images, the methods using region-based active contour model (ACM) have been proposed. By controlling ACM with the statistical characteristics of the image properties in regions, these methods effect robust region extraction. However, the existing methods require redundant processing and cannot adapt to complex scene images.
To achieve efficient and accurate region extraction, we proposed a new method for controlling region-based ACM. In the proposed method, to prevent redundant processing, a definite support area is set along an object boundary, and ACM is controlled by the statistical characteristics of the image properties in this area. Furthermore, to improve the accuracy of region extraction, the proposed method performs clustering on the support area and introduces this result into ACM control. Consequently, the image properties in a necessary and sufficient area can be effectively reflected on the region extraction process by the proposed method. Through the region extraction experiments, we confirmed the effectiveness of the proposed method.
In the existing region-based ACMs, since it is difficult to determine the appropriate search areas, the search areas have been set heuristically. For this difficulty, the proposed method can determine the appropriate sizes and locations of the search areas in parallel to an object boundary. However, in perpendicular to an object boundary, the proposed method cannot determine the appropriate search area sizes. To deal with this problem, in addition to the characteristics of the image properties, a priori knowledge of an object shape should be introduced efficiently into ACM control.

Report

(3 results)
  • 2001 Annual Research Report   Final Research Report Summary
  • 2000 Annual Research Report
  • Research Products

    (26 results)

All Other

All Publications (26 results)

  • [Publications] 松澤悠樹: "複数の動的輪郭モデルの競合による領域抽出"電子情報通信学会論文誌. J83-D-II・4. 1100-1109 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Toru Abe: "A Region Extraction Method using Multiple Active Contour Models"Proc. of IEEE Computer Society Conference on Computer Vision and Patter Recognition, CVPR2000. VolumeI. 64-69 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Toru Abe: "Multiple Active Contour Models with Application to Region Extraction"Proc. of 15th International Conference on Pattern Recognition, ICPR2000. VolumeI. 626-630 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Yuki Matsuzawa: "Region Extraction Method Based on Clustering Along an Object Contour"Proc. of 2001 IEEE International Conf. on Image Processing, JCIP'01. WA03.07 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] 阿部亨: "初期輪郭線から得られる事前知識を積極的に活用する動的輪郭モデル"電子情報通信学会技術研究報告. HIP2001-77. 63-68 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] 松澤悠樹: "輪郭線周囲のクラスタリングによる動的輪郭モデルの制御"電子情報通信学会論文誌. J85-D-II・2. 252-261 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Yuki MATSUZAWA: ""Region Extraction Using Competition of Multiple Active Contour Models""Trans. IEICE. vol. J83-D-II, no. 4. 1100-1109 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Toru ABE: ""A Region Extraction Method using Multiple Active Contour Models""Proc. of IEEE Computer Society Conf. on Computer Vision and Pattern Recognition (CVPR2000). I-64-I-69 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Toru ABE: ""Multiple Active Contour Models with Application to Region Extraction""Proc. 15th International Conf. on Pattern Recognition, (ICPR2000). I-626-I-630 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Toru ABE: ""Region Extraction with Multiple Active Contour Models""Proc. of 2nd International Workshop on Digital and Computational video (DCV'01). 56-63 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Yuki MATSUZAWA: ""Region Extraction Based on Clustering along an Object Contour""Technical Report of IEICE, PRMU2000-234. 87-94 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Yuki MATSUZAWA: ""Region Extraction Method Based on Clustering along an Object Contour""Proc. of 2001 IEEE International Conf. on Image Processing (ICIP'01). WA03.07 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Toru ABE: ""Active Contour Model Using A Priori Knowledge Obtained from Initial Contour""Technical Report of IEICE. HIP2001-77. 63-68 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Yuki MATSUZAWA: ""Control of Active Contour Model with Clustering around Contour""Trans. IEICE. vol. J85-D-II, no. 2. 252-261 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] 近江 至: "動的輪郭モデル制御のための領域クラスタリング"平成13年度電気関係学会北陸支部連合大会講演論文集. F-47 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] 江藤 康隆: "スリット回転型エッジ特徴抽出器を用いたコーナー検出に関する研究"平成13年度電気関係学会北陸支部連合大会講演論文集. F-61 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] Yuki Matsuzawa: "Region Extraction Method Based on Clustering Along an Object Contour"Proc. of 2001 IEEE International Conf. on Image Processing, ICIP'01. WA03.07 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] Yasutaka Etou: "Corner Detection Using Slit Rotational Edge-Feature Detector"Proc. of 6th Joint International Conference on Advanced Science and Technology, JICAST2001. 41-44 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] 阿部 亨: "初期輪郭線から得られる事前知識を積極的に活用する動的輪郭モデル"電子情報通信学会技術研究報告. HIP2001-77. 63-68 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] 松澤 悠樹: "輪郭線周囲のクラスタリングによる動的輪郭モデルの制御"電子情報通信学会論文誌. J85-D-II・2. 252-261 (2002)

    • Related Report
      2001 Annual Research Report
  • [Publications] 松澤悠樹: "複数の動的輪郭モデルの競合による領域抽出"電子情報通信学会論文誌. J83-D-II・4. 1100-1109 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] Toru Abe: "A Region Extraction Method using Multiple Active Contour Models"Proc.of IEEE Computer Society Conference on Computer Vision and Pattern Recognition. Volume I. 64-69 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] 杉林大樹: "初期輪郭線から得られる情報を利用した動的輪郭モデルによる領域抽出"平成12年度電気関係学会北陸支部連合大会講演論文集. F-24 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] Toru Abe: "Multiple Active Contour Models with Application to Region Extraction"Proc.of 15th International Conference on Pattern Recognition. Volume I. 626-630 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] Toru Abe: "Region Extraction with Multiple Active Contour Models"Proc.of 2nd International Workshop on Digital and Computational Video. 4.1 (2001)

    • Related Report
      2000 Annual Research Report
  • [Publications] 松澤悠樹: "物体輪郭に沿ったクラスタリングに基づく領域抽出(2001年3月16日発表予定)"電子情報通信学会技術研究報告. (2001)

    • Related Report
      2000 Annual Research Report

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Published: 2000-04-01   Modified: 2016-04-21  

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