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3-D Object Recognition by Computer Vision for Autonomous Working Robot

Research Project

Project/Area Number 04650312
Research Category

Grant-in-Aid for General Scientific Research (C)

Allocation TypeSingle-year Grants
Research Field 情報工学
Research InstitutionNagoya University

Principal Investigator

NOMURA Yoshihiko  Nagoya Univ. Fac. of Eng. Asso. Prof., 工学部, 助教授 (00228371)

Co-Investigator(Kenkyū-buntansha) FUJII Seizo  Nagoya Univ. Fac. of Eng. Prof., 工学部, 教授 (20023038)
Project Period (FY) 1992 – 1993
Project Status Completed (Fiscal Year 1993)
Budget Amount *help
¥2,100,000 (Direct Cost: ¥2,100,000)
Fiscal Year 1993: ¥400,000 (Direct Cost: ¥400,000)
Fiscal Year 1992: ¥1,700,000 (Direct Cost: ¥1,700,000)
KeywordsObject recognition / Model based vision / Vision / Pattern matching / Non-linear optimization / Pose estimation / Potential field / 3-D object / 非線形最小二乗法 / 位置・姿勢推定
Research Abstract

We have studied some unknown parameter estimation techniques, i.e., matching algorithms between a model object and an input one under this grant.
1. Matching based on observed 3-D shape data
We proposed a shape matching algorithm :
Step 1 : Create potential fields for both shape data of model object and input one.
Step 2 : Match two potential fields using optimization techniques such as the non-linear least squares method and dynamic programming. 3-D pose, i.e., the positoin and orientation of the input object is estimated as a result of matching.
Then, we showed its effectiveness by various simulations. The results are summarized as follows.
(1)Fundamental dynamic characteristics of estimation are clarified under various conditions using a simple rectangular parallelepiped object.
(2)A simple articulatcd model object is transformed into a completely differint shape of input object.
2. Matching based on observed 2-D image data
We proposed an iconic matching algorithm :
Step 1 : Create estimated images assuming pose and shape of a model object.
Step 2 : Match the estimated and input images using optimization tecuniques such as the non-linear least squares method and dynamic programming. 3-D pose and shape of the input object is estimated as a resuit of matching.
Furthermore, we found that the model object can be transformed into the greatly changed input image by considering the degree of coincidence of both estimated and input images.

Report

(3 results)
  • 1993 Annual Research Report   Final Research Report Summary
  • 1992 Annual Research Report
  • Research Products

    (18 results)

All Other

All Publications (18 results)

  • [Publications] 平光隆幸: "3次元情報に基づく3次元物体認識" 電子情報通信学会技術報告. PRU92-16. 17-24 (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] 長屋匡紀: "画像情報に基づく多関節2次元物体認識" 画像の認識・理解シンポジウム講演論文集. I. 263-270 (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] セーハン・ドゥ・スィット: "2次元投影像からの3次元物体の位置・姿勢推定法" 日本機械学会第70回全国大会講演論文集. NO.920-78. 288-290 (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] 松井博和: "多視点画像からの3次元立体復元" 第11回日本ロボット学会学術講演会. (1). 341-342 (1993)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] 坂井田裕子: "モデルからの推定画像とのマッチングによる物体認識" 第11回日本ロボット学会学術講演会. (1). 349-350 (1993)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] 野村由司彦: "2次元投影像からの3次元物体の位置・姿勢推定方法" 電子情報通信学会.論文誌. J77-D-II. 101-107 (1993)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] Takayuki Hiramitsu: "3-D object recognition based on 3-D informatio" IEICE technical report. PRU 92-16. 17-24 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] Masamoto Nagaya: "Articulated 2-D object recognition based on image infomation" MIRU '92. I. 263-270 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] Sae-Han Dusit: "A method to estimate the position and oricntation of 3-D object from 2-D projection" 70th JSME national congress. No. 920-78. 288-290 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] HIrokazu Matsui: "3-D shape reconstruction from multiviewpoint images" 11th RSJ national congress. (1). 341-342 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] Yuko Sakaida: "Model-based object recognition using pattern matching" 11th RSJ national congress. (1). 349-350 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] Yoshihiko Nomura: "A method to estimate the position and orientation of 3-D object from 2-D projection" Trans.of IEICE. Vol. J77-D-II, No. 1. 101-107 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] 松井 博和: "多視点画像からの3次元立体復元" 第11回日本ロボット学会学術講演会. (1). 341-342 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] 坂井田 裕子: "モデルからの推定画像とのマッチングによる物体認識" 第11回日本ロボット学会学術講演会. (1). 349-350 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] 野村 由司彦: "2次元投影像からの3次元物体の位置・姿勢推定方法" 電子情報通信学会論文誌. J77-D-II. 101-107 (1994)

    • Related Report
      1993 Annual Research Report
  • [Publications] 平光 隆幸: "3次元情報に基づく3次元物体認識" 電子情報通信学会技術報告. PRU92-16. 17-24 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] 長屋 匡紀: "画像情報に基づく多関節2次元物体認識" 画像の認識・理解シンポジウム講演論文集. I. 263-270 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] セーハン ドゥスィット: "2次元投影像からの3次元物体の位置・姿勢推定法" 日本機械学会第70回全国大会講演論文集. A. 288-290 (1992)

    • Related Report
      1992 Annual Research Report

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Published: 1992-04-01   Modified: 2016-04-21  

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