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Recognition of indoor scenes using learning

Research Project

Project/Area Number 11680404
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent informatics
Research InstitutionOsaka Electro-Communication University

Principal Investigator

HILD Michael  Osaka Electro-Communication Univ. Fac. Of Information Scinence and Arts, Lecturer, 総合情報学部, 講師 (30268297)

Co-Investigator(Kenkyū-buntansha) UMEDA Michio  Oska Electro-Communication Univ., Fac. Of Information Scinece and Arts, Professor, 総合情報学部, 教授 (30213490)
SHIRAI Yoshiaki  Osaka University, Graduate School of Engineering, Professor, 大学院・工学研究科, 教授 (50206273)
Project Period (FY) 1999 – 2001
Project Status Completed (Fiscal Year 2001)
Budget Amount *help
¥3,000,000 (Direct Cost: ¥3,000,000)
Fiscal Year 2001: ¥500,000 (Direct Cost: ¥500,000)
Fiscal Year 2000: ¥1,100,000 (Direct Cost: ¥1,100,000)
Fiscal Year 1999: ¥1,400,000 (Direct Cost: ¥1,400,000)
Keywordsobject recognition / learning / human actions / シーンの認識 / 画像解析 / 人間の動作
Research Abstract

The goal of this research is the development of improved vision-based object recognition methods for indoor scenes. Our research has focused on the following five major topics :
(a) Recognition of indoor scene objects from color image sequences using human actions as a primary cue. We developed a system that first recognizes persons' actions ocurring in the scene and then, based on these, recognizes the objects which are manipulated by these persons
(b) Recognition of indoor objects based on finger-pointing actions. Finger-pointing actions are detected and used to determine objects in the scene
(c) Identification of persons based on human faces in unconstrained indoor environments. Development of a flexible face recognition system, based on a neural network bank
(d) Recognition methods for autonomous driving of wheelchairs in outdoor environments
(e) Fundamental techniques needed for improving sensor singnals and low-level data measurements in the context of the recognition problem
i. Rotational imaging for the reconstruction of 3-D data points of scenes
ii. Background-frame differencing methods based on color similarity
iii. Low-noise image acquistion using contemporary image sensor technology

Report

(4 results)
  • 2001 Annual Research Report   Final Research Report Summary
  • 2000 Annual Research Report
  • 1999 Annual Research Report
  • Research Products

    (18 results)

All Other

All Publications (18 results)

  • [Publications] Michael Hild, Kazuyuki Nishijima: "Reconstruction of Space Structure with a Rotational Imaging System"International Journal of Image and Graphics. 採用済. (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Michael Hild, Kazuyuki Nishijima: "Reconstruction of Space Structure with Rotational Imaging System"Poc. of the Fifth Asian Conference on Computer Vision. 1. 332-337 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] 木村晴次, Michael Hild, 白井良明: "人間の動作の解析に基づく物体認識"電子情報通信学会技術研究報告. PRMugg-202. 71-78 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Michael Hild: "Which color similarity measure is most effective for background-frame differencing?"Proc. of the IS&T/SID Ninth Color Imaging Conference. 1. 168-173 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Michael Hild: "On the effectiveness of color similarity measures in background-frame differencing applications"Proc. of the First European Conference on Color in Graphics, Imaging and Vision. 1. 332-337 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Michael Hild: "Piecewise-Linear Bounded-SNR Imaging for Low-Noise Image Acquisition"Proc. of the IASTED International Conference on Computer Graphics and Imaging. 1. 93-100 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Michael Hild: "Piecewise-linear, Bounded-SNR Imaging for Low-Noise Image Acquistion"Proc. Of the IASTED International Conference Computer Graphics and Imaging, 93-100, Las Vegas, USA. (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Michael Hild, Kazuyuki Nishijima: "Reconstruction of Space Structure with Rotational Imaging System"Proc. Of the Fifth Asian Conference on Computer Vision. Vol.1. 332-337 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Michael Hild: "On the effectiveness of color similarity measures in background-frame differencing applications"Proc. Of the First European Conferecne on Color in Graphics, Imaging and Vision, 304-309, Poitier, France. Poitier, France. (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Michael Hild, Kazuyuki Nishijima: "Reconstruction of Space Structure with a Rotational Imaging System"International Journal of Image and Graphics, World Scientific Publ. Comp. (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] 桂 浩章, Michael Hild, 三浦 純, 白井 良明: "画像間のマッチングに基づく屋外環境下における大域的な位置推定"情報処理学会コンピュータビジョンとイメージメディア研究会技術研究報告. CVIM2001 127-13. 87-93 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] Michael Hild, Toshinobu Emura: "Which color similarity measure is most effective for background-frame differencing 2"Proceedings of the IS&T/SID Ninth Color Imaging Conference. 168-173 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] Michael Hild, Kazuyuki Nishijima: "Reconstruction of 3-D space structure with rotational imaging system"Proceedings of the Asian Conference on Computer Vision 2002. 1. 332-337 (2002)

    • Related Report
      2001 Annual Research Report
  • [Publications] 橋本 元信, 吉田 一展, Michael Hild: "指さし動作の解析による物体認識"電子情報通信学会 技術研究報告. PRMU2001-282. 81-88 (2002)

    • Related Report
      2001 Annual Research Report
  • [Publications] 吉田 一展, 橋本 元信, Michael Hild: "ニューラルネットワーク・バンクを用いた顔方向に依存しない顔認識"電子情報通信学会 技術研究報告. PRMU2001-283. 89-95 (2002)

    • Related Report
      2001 Annual Research Report
  • [Publications] Michael Hild: "Piecewise-linear Bounded-SNR Imaging for Low-Noise Image Acquisition"Proceedings of the IASTED International Conference COMPUTER GRAPHICS AND IMAGING. 93-100 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] 西嶋寿行,Michael Hild: "回転型カメラによる3次元空間の構造復元"電子情報通信学会技術研究報告. PRMU2000 228 . 43-45 (2001)

    • Related Report
      2000 Annual Research Report
  • [Publications] 木村晴次,Michael Hild,白井良明: "人間の動作の解析に基づく物体認識"電子情報通信学会技術研究報告. PRMU99-202. 71-78 (2000)

    • Related Report
      1999 Annual Research Report

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Published: 1999-04-01   Modified: 2021-04-07  

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