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3D object categorization using 2D reflectance image for robot map construction

Research Project

Project/Area Number 24656173
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeSingle-year Grants
Research Field Intelligent mechanics/Mechanical systems
Research InstitutionKyushu University

Principal Investigator

KURAZUME Ryo  九州大学, システム情報科学研究科(研究院, 教授 (70272672)

Project Period (FY) 2012-04-01 – 2014-03-31
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥4,030,000 (Direct Cost: ¥3,100,000、Indirect Cost: ¥930,000)
Fiscal Year 2013: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Fiscal Year 2012: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Keywords知能ロボティクス / レーザ計測 / 環境認識 / モデリング / 知能機械
Research Abstract

In this research, we developed an accurate object categorization technique using 2D reflectance image and 3D shape information taken by a laser scanner. A laser scanner is widely used to capture shapes of objects for many applications. From a laser scanner, we can obtain not only range data but also laser reflectance which shows the power of reflected laser as a side product of range measurement. The developed technique utilizes both information for object categorization simultaneously. To develop this system, we conducted 1) development of vehicle laser scanning system and verification of usefulness of laser reflectance, 2) development of small-size database, 3) categorization experiment using small-size database, and 4) development of city-size database and categorization experiment. In addition, we developed 3D HOG by combining HOG extracted from reflectance information and HONV obtained from range information and verified the performance of 3D HOG by outdoor experiments.

Report

(3 results)
  • 2013 Annual Research Report   Final Research Report ( PDF )
  • 2012 Research-status Report
  • Research Products

    (18 results)

All 2014 2013 Other

All Journal Article (1 results) (of which Peer Reviewed: 1 results) Presentation (14 results) Remarks (3 results)

  • [Journal Article] Range Image Smoothing and Completion utilizing Laser Intensity2013

    • Author(s)
      Range Image Smoothing and Completion utilizing Laser Intensity
    • Journal Title

      Advanced Robotics

      Volume: 27-12 Issue: 12 Pages: 947-958

    • DOI

      10.1080/01691864.2013.797141

    • Related Report
      2013 Annual Research Report 2013 Final Research Report
    • Peer Reviewed
  • [Presentation] レーザスキャナによる3次元形状と見えに基づくセマンティックラベリング2014

    • Author(s)
      近藤直明,大石修士,岩下友美,倉爪亮
    • Organizer
      日本機械学会ロボティクスメカトロニクス講演会
    • Place of Presentation
      富山
    • Year and Date
      2014-05-26
    • Related Report
      2013 Final Research Report
  • [Presentation] レーザスキャナによる3 次元形状と見えに基づくセマンティックラベリング2014

    • Author(s)
      近藤 直明, 大石 修士, 岩下 友美, 倉爪 亮
    • Organizer
      日本機械学会ロボティクスメカトロニクス講演会2014
    • Place of Presentation
      富山
    • Related Report
      2013 Annual Research Report
  • [Presentation] リフレクタンス画像を用いた街並みモデルのセマンティックラベリング2013

    • Author(s)
      近藤直明,大石修士,岩下友美,倉爪亮
    • Organizer
      第31回日本ロボット学会学術講演会
    • Place of Presentation
      東京
    • Year and Date
      2013-09-06
    • Related Report
      2013 Annual Research Report 2013 Final Research Report
  • [Presentation] レーザ反射率に基づく3次元幾何モデルのテクスチャ欠損修復2013

    • Author(s)
      大石修士,倉爪亮,岩下友美
    • Organizer
      第31回日本ロボット学会学術講演会
    • Place of Presentation
      東京
    • Year and Date
      2013-09-06
    • Related Report
      2013 Annual Research Report 2013 Final Research Report
  • [Presentation] Texture Restoration Using Laser Attributes2013

    • Author(s)
      Shuji Oishi, Ryo Kurazume, Yumi Iwashita
    • Organizer
      Proc. The Ninth Joint Workshop on Machine Perception and Robotics (MPR13)
    • Place of Presentation
      京都
    • Related Report
      2013 Final Research Report
  • [Presentation] Classification of Urban Area Using Laser Scanner2013

    • Author(s)
      Naoaki Kondo, Shuji Oishi, Yumi Iwashita, Ryo Kurazume
    • Organizer
      Proc. The Ninth Joint Workshop on Machine Perception and Robotics (MPR13)
    • Place of Presentation
      京都
    • Related Report
      2013 Final Research Report
  • [Presentation] Hole-free texture maping based on laser reflectivity2013

    • Author(s)
      Shuji Oishi, Ryo Kurazume, Yumi Iwashita, Tsutomu Hasegawa
    • Organizer
      The International Conference on Image Processing (ICIP)
    • Place of Presentation
      Melbourne
    • Related Report
      2013 Final Research Report
  • [Presentation] レーザスキャナを用いた距離と見えに基づく物体識別2013

    • Author(s)
      近藤直明,大石修士,岩下友美,倉爪亮,長谷川勉
    • Organizer
      日本機械学会ロボティクスメカトロニクス講演会2013
    • Place of Presentation
      筑波
    • Related Report
      2013 Annual Research Report 2013 Final Research Report 2012 Research-status Report
  • [Presentation] Object recognition by a laser scanner using multimodal information2013

    • Author(s)
      Shuji Oishi, Naoaki Kondo, Yumi Iwashita, Ryo Kurazume
    • Organizer
      11th International Conference on Quality Control by Artificial Vision (QCAV)
    • Place of Presentation
      福岡
    • Related Report
      2013 Annual Research Report 2013 Final Research Report
  • [Presentation] Object recognition by a laser scanner using multimodal information2013

    • Author(s)
      Shuji Oishi, Naoaki Kondo, Yumi Iwashita, Ryo Kurazume
    • Organizer
      11th International Conference on Quality Control by Artificial Vision (QCAV)
    • Place of Presentation
      沖縄
    • Related Report
      2013 Annual Research Report
  • [Presentation] ole-free texture maping based on laser reflectivity2013

    • Author(s)
      Shuji Oishi, Ryo Kurazume, Yumi Iwashita, Tsutomu Hasegawa
    • Organizer
      The International Conference on Image Processing (ICIP)
    • Place of Presentation
      Melbourne
    • Related Report
      2013 Annual Research Report
  • [Presentation] Colorization of 3D Geometric Model utilizing Laser Reflectivity2013

    • Author(s)
      Shuji Oishi, Ryo Kurazume, Yumi Iwashita, and Tsutomu Hasegawa
    • Organizer
      IEEE International Conference on Robotics and Automation
    • Place of Presentation
      Karlsruhe
    • Related Report
      2013 Annual Research Report
  • [Presentation] Texture Restoration Using Laser Attributes2013

    • Author(s)
      Shuji Oishi, Ryo Kurazume, Yumi Iwashita
    • Organizer
      he Ninth Joint Workshop on Machine Perception and Robotics (MPR13)
    • Place of Presentation
      京都
    • Related Report
      2013 Annual Research Report
  • [Presentation] Object recognition by a laser scanner using multimodal information2013

    • Author(s)
      Shuji Oishi
    • Organizer
      11th International Conference on Quality Control by Artificial Vision
    • Place of Presentation
      Fukuoka
    • Related Report
      2012 Research-status Report
  • [Remarks]

    • URL

      http://robotics.ait.kyushu-u.ac.jp/~kurazume/research-j.php?content=cv#c08

    • Related Report
      2013 Final Research Report
  • [Remarks] レーザリフレクタンスを用いたレーザ計測の高性能化

    • URL

      http://robotics.ait.kyushu-u.ac.jp/~kurazume/research-j.php?content=cv#c08

    • Related Report
      2013 Annual Research Report
  • [Remarks] レーザリフレクタンスを用いたレーザ計測の高性能化

    • URL

      http://robotics.ait.kyushu-u.ac.jp/~kurazume/research-j.php?content=cv#c08

    • Related Report
      2012 Research-status Report

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Published: 2013-05-31   Modified: 2019-07-29  

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