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Acquisition and application using geometry big data by multiple robots with high-resolution laser scanner

Research Project

Project/Area Number 26249029
Research Category

Grant-in-Aid for Scientific Research (A)

Allocation TypeSingle-year Grants
Section一般
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院, 教授 (70272672)

Co-Investigator(Kenkyū-buntansha) 中澤 篤志  京都大学, 情報学研究科, 准教授 (20362593)
河村 晃宏  九州大学, システム情報科学研究院, 助教 (60706555)
諸岡 健一  九州大学, システム情報科学研究院, 准教授 (80323806)
辻 徳生  九州大学, システム情報科学研究科(研究院, 助教 (30403588)
岩下 友美  九州大学, システム情報科学研究科(研究院, 准教授 (70467877)
Project Period (FY) 2014-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥40,950,000 (Direct Cost: ¥31,500,000、Indirect Cost: ¥9,450,000)
Fiscal Year 2017: ¥7,800,000 (Direct Cost: ¥6,000,000、Indirect Cost: ¥1,800,000)
Fiscal Year 2016: ¥9,880,000 (Direct Cost: ¥7,600,000、Indirect Cost: ¥2,280,000)
Fiscal Year 2015: ¥11,050,000 (Direct Cost: ¥8,500,000、Indirect Cost: ¥2,550,000)
Fiscal Year 2014: ¥12,220,000 (Direct Cost: ¥9,400,000、Indirect Cost: ¥2,820,000)
Keywords知能ロボティクス / レーザ計測 / ビッグデータ / 環境モデリング / 空間知能化
Outline of Final Research Achievements

In this research, we developed a 3D scanning system using multiple robots named CPS-VIII, which combines the laser measurement technique using multiple robots called CPS-SLAM and a high-precision 3D laser scanner. This system is able to acquire geometrical big data consisting of trillions of 3D points. The experimental results showed that the accuracy for CPS-VIII is 0.0085 % of the distance traveled, which means the error is 0.0231 m after the robot moved 270.1 m. In addition, we developed large-scale geometrical big data of urban area and surrounding area of Fukuoka city and provided them on the web. Furthermore, we developed space/road categorization techniques for autonomous vehicles and mobile robots, and proposed high precision recognition techniques using convolutional neural networks and the combination of multiple machine learning techniques.

Report

(5 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Annual Research Report
  • 2015 Annual Research Report
  • 2014 Annual Research Report
  • Research Products

    (37 results)

All 2017 2016 2015 2014 Other

All Int'l Joint Research (1 results) Journal Article (8 results) (of which Int'l Joint Research: 2 results,  Peer Reviewed: 8 results,  Open Access: 2 results,  Acknowledgement Compliant: 8 results) Presentation (25 results) (of which Int'l Joint Research: 9 results) Remarks (3 results)

  • [Int'l Joint Research] Technical University of Cartagena(スペイン)

    • Related Report
      2017 Annual Research Report
  • [Journal Article] Automatic large-scale three dimensional modeling using cooperative multiple robots2017

    • Author(s)
      Ryo Kurazume, Souichiro Oshima, Shingo Nagakura, Yongjin Jeong, Yumi Iwashita
    • Journal Title

      Computer Vision and Image Understanding

      Volume: 157 Pages: 25-42

    • DOI

      10.1016/j.cviu.2016.05.008

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Local N-ary Patterns: a local multi-modal descriptor for place categorization2016

    • Author(s)
      Hojung Jung, Oscar Martinez Mozos, Yumi Iwashita, Ryo Kurazume
    • Journal Title

      Advanced Robotics

      Volume: Vol.30, No.6 Issue: 6 Pages: 402-415

    • DOI

      10.1080/01691864.2015.1120242

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] CPS-SLAM による大規模環境のレーザ観測の自動計画手法2015

    • Author(s)
      大島 漱一郎, 永倉 翔吾, 鄭 龍振, 岩下 友美, 倉爪 亮
    • Journal Title

      日本ロボット学会誌

      Volume: Vol.33, No.4 Pages: 263-274

    • DOI

      10.1016/j.robot.2015.07.010

    • NAID

      130005075893

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] CPS-SLAM による大規模環境のレーザ観測の自動計画手法2015

    • Author(s)
      大島 漱一郎, 永倉 翔吾, 鄭 龍振, 岩下友美, 倉爪亮
    • Journal Title

      日本ロボット学会誌

      Volume: 33(4)

    • NAID

      130005075893

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Manual/Automatic Colorization for Three-Dimensional Geometric Models utilizing Laser Reflectivity2014

    • Author(s)
      Shuji Oishi and Ryo Kurazume
    • Journal Title

      Advanced Robotics

      Volume: Volume 28 Issue: 24 Pages: 1617-1635

    • DOI

      10.1080/01691864.2014.968616

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Two-Dimensional Local Ternary Patterns using Synchronized Images for Outdoor Place Categorization2014

    • Author(s)
      Hojung Jung, Ryo Kurazume, Yumi Iwashita, Oscar Martinez Mozos
    • Journal Title

      IEEE International Conference on Image Processing 2014

      Volume: - Pages: 5726-5730

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Indoor Place Categorization using Co-Occurrences of LBPs in Gray and Depth Images from RGB-D Sensors2014

    • Author(s)
      Hojung Jung, Oscar Martinez Mozos, Yumi Iwashita, Ryo Kurazume
    • Journal Title

      Fifth International Conference on Emerging Security Technologies (EST-2014)

      Volume: - Pages: 40-45

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Noise-Estimate Particle PHD filter2014

    • Author(s)
      Masanori Ishibashi, Yumi Iwashita, Ryo Kurazume
    • Journal Title

      2014 World Automation Congress (WAC) - ISORA 2014

      Volume: - Pages: 1-6

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Presentation] 全周レーザスキャナを用いた屋外環境の種別推定 -幾何・画像特徴量とDeep Neural Network を用いた識別-2017

    • Author(s)
      中嶋 一斗, Oscar Martinez Mozos, 倉爪 亮
    • Organizer
      第22回ロボティクスシンポジア
    • Place of Presentation
      群馬
    • Year and Date
      2017-03-15
    • Related Report
      2016 Annual Research Report
  • [Presentation] Making gait recognition robust to speed changes using mutual subspace method2017

    • Author(s)
      Yumi Iwashita, Mafune Kakeshita, Hitoshi Sakano, Ryo Kurazume
    • Organizer
      IEEE International Conference on Robotics and Automation (ICRA2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Recognizing Outdoor Scenes by Convolutional Features of Omni-directional LiDAR Scans2017

    • Author(s)
      Kazuto Nakashima, Seungwoo Nham, Hojung Jung, Yumi Iwashita, Ryo Kurazume, Oscar Mozos
    • Organizer
      2017 IEEE/SICE International Symposium on System Integration (SII2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 環境埋込センサと計測ロボット群によるパーソナルモビリティの屋内外の誘導2017

    • Author(s)
      渡邊 裕太, 重兼 聡夫, 河村 晃宏, 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2017
    • Related Report
      2017 Annual Research Report
  • [Presentation] 第四人称キャプショニング:相補性を有する分散視覚を用いたヒト-ロボット共生空間の状況記述2017

    • Author(s)
      中嶋 一斗, 岩下 友美, 河村 晃宏, 倉爪 亮
    • Organizer
      画像の認識理解シンポジウム (MIRU2017)
    • Related Report
      2017 Annual Research Report
  • [Presentation] 正負フレーム間差分を用いた深層学習による歩容認証2017

    • Author(s)
      呉 桐, 中嶋 一斗, 瀬戸口 直輝, 岩下 友美, 倉爪 亮
    • Organizer
      画像の認識理解シンポジウム (MIRU2017)
    • Related Report
      2017 Annual Research Report
  • [Presentation] マルチモーダル全方位画像の共起性と循環性を考慮した畳込み特徴学習による一般屋外環境識別2017

    • Author(s)
      中嶋 一斗, 河村 晃宏, 倉爪 亮
    • Organizer
      第35回日本ロボット学会学術講演会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Navigation system of personal mobility in informationally structured/unstructured environments2017

    • Author(s)
      Yuuta Watanabe, Akio Shigekane, Kohei Matsumoto, Yongjin Jung, Kazuto Nakashima, Akihiro Kawamura, Ryo Kurazume
    • Organizer
      The 13th Joint Workshop on Machine Perception and Robotics (MPR17)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Real-time immersive VR system of pedestrian flow for large-scale environment2016

    • Author(s)
      Seungwoo Nham, Akihiro Kawamura, Ryo Kurazume
    • Organizer
      The ninth Joint Workshop on Machine Perception and Robotics (MPR16)
    • Place of Presentation
      大阪
    • Year and Date
      2016-11-12
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Multi-modal Panoramic 3D Outdoor Datasets for Place Categorization2016

    • Author(s)
      Hojung Jung, Yuki Oto, Oscar Mozos, Yumi Iwashita, Ryo Kurazume
    • Organizer
      2016 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2016)
    • Place of Presentation
      韓国
    • Year and Date
      2016-10-09
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Stable aerial image registration for people detection from a low-altitude aerial vehicle2016

    • Author(s)
      Yumi Iwashita, Yuki Takefuji, Ryo Kurazume
    • Organizer
      International Conference on Systems, Man, and Cybernetics (SMC 2016)
    • Place of Presentation
      Budapest
    • Year and Date
      2016-10-09
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 広域環境における人流データのリアルタイム没入感可視化システム2016

    • Author(s)
      南 承佑, 河村 晃宏, 倉爪 亮
    • Organizer
      第34回日本ロボット学会学術講演会
    • Place of Presentation
      山形
    • Year and Date
      2016-09-07
    • Related Report
      2016 Annual Research Report
  • [Presentation] リアルタイム全方向レーザスキャナを用いた屋外環境の種別推定2016

    • Author(s)
      大音 雄輝, 鄭 好政, 河村 晃宏, 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2016
    • Place of Presentation
      横浜
    • Year and Date
      2016-06-08
    • Related Report
      2016 Annual Research Report
  • [Presentation] The Outdoor LiDAR Dataset for Semantic Place Labeling2015

    • Author(s)
      Hojung Jung, Oscar Martinez Mozos, Yumi Iwashita, Ryo Kurazume
    • Organizer
      The 2015 JSME/RMD International Conference on Advanced Mechatronics (ICAM2015)
    • Place of Presentation
      東京
    • Year and Date
      2015-12-05
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Indoor place categorization using co-occurrences of LBPs in gray and depth images from RGB-D sensors2015

    • Author(s)
      Hojung Jung, Oscar Martinez Mozos, Yumi Iwashita, Ryo Kurazume
    • Organizer
      Proc. The eleventh Joint Workshop on Machine Perception and Robotics (MPR15)
    • Place of Presentation
      福岡
    • Year and Date
      2015-11-26
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Automatic planning of laser measurements for a large-scale environment using CPS-SLAM system2015

    • Author(s)
      Souichiro Oshima, Shingo Nagakura, Yongjin Jeong, Yumi Iwashita, Ryo Kurazume
    • Organizer
      Proc. of IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS2015)
    • Place of Presentation
      Hamburg
    • Year and Date
      2015-09-28
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] RGB-Dセンサによる距離と濃淡画像のLBP共起性を利用した空間識別2015

    • Author(s)
      鄭 好政, モゾスオスカル マルティネス, 岩下 友美, 倉爪 亮
    • Organizer
      第33回日本ロボット学会学術講演会
    • Place of Presentation
      東京
    • Year and Date
      2015-09-03
    • Related Report
      2015 Annual Research Report
  • [Presentation] 全周距離画像を用いた屋外環境の種別推定2015

    • Author(s)
      大音 雄輝, 鄭 好政, 岩下 友美, 倉爪 亮
    • Organizer
      第33回日本ロボット学会学術講演会
    • Place of Presentation
      東京
    • Year and Date
      2015-09-03
    • Related Report
      2015 Annual Research Report
  • [Presentation] 高性能レーザスキャナを搭載した走行・飛行型群ロボットシステムの開発2015

    • Author(s)
      大島 漱一郎, 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
      京都
    • Year and Date
      2015-05-17
    • Related Report
      2015 Annual Research Report
  • [Presentation] クワッドコプタ搭載LRFと単眼カメラによるBaySACを用いた地表面計測2014

    • Author(s)
      小山 翔平, 岩下 友美, 倉爪 亮
    • Organizer
      第15回計測自動制御学会システムインテグレーション部門講演会 SI2014
    • Place of Presentation
      東京
    • Year and Date
      2014-12-15
    • Related Report
      2014 Annual Research Report
  • [Presentation] 2次元Local Ternary Patternを用いたレーザスキャナによる屋外種別推定2014

    • Author(s)
      鄭 好政, 岩下 友美, Oscar Martinez Mozos, 倉爪 亮
    • Organizer
      第32回日本ロボット学会学術講演会
    • Place of Presentation
      福岡
    • Year and Date
      2014-09-05
    • Related Report
      2014 Annual Research Report
  • [Presentation] 3次元空間における物体の形状と見えを記述した特徴量の評価実験2014

    • Author(s)
      近藤 直明, 大石 修士, 岩下 友美, 倉爪 亮
    • Organizer
      第32回日本ロボット学会学術講演会
    • Place of Presentation
      福岡
    • Year and Date
      2014-09-04
    • Related Report
      2014 Annual Research Report
  • [Presentation] 高精度レーザスキャナとクワッドコプタを用いたレーザ計測群ロボットシステムの開発2014

    • Author(s)
      大島 漱一郎, 鄭 龍振, 岩下 友美, 倉爪 亮
    • Organizer
      第32回日本ロボット学会学術講演会
    • Place of Presentation
      福岡
    • Year and Date
      2014-09-04
    • Related Report
      2014 Annual Research Report
  • [Presentation] 群ロボットによる大規模環境のレーザ観測の自動計画2014

    • Author(s)
      大島 漱一郎, 永倉 翔吾, 岩下 友美, 倉爪 亮
    • Organizer
      第14回建設ロボットシンポジウム
    • Place of Presentation
      東京
    • Year and Date
      2014-08-28
    • Related Report
      2014 Annual 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
    • Place of Presentation
      富山
    • Year and Date
      2014-05-26
    • Related Report
      2014 Annual Research Report
  • [Remarks] 九州大学ジオメトリビッグデータ データベース(密)

    • URL

      http://robotics.ait.kyushu-u.ac.jp/~kurazume/research-j.php?content=db#d07

    • Related Report
      2016 Annual Research Report
  • [Remarks] 九州大学ジオメトリビッグデータ データベース(粗)

    • URL

      http://robotics.ait.kyushu-u.ac.jp/~kurazume/research-j.php?content=db#d08

    • Related Report
      2016 Annual Research Report
  • [Remarks] 移動ロボット群を用いたレーザレンジファインダによる大規模建造物の3次元幾何モデリング

    • URL

      http://robotics.ait.kyushu-u.ac.jp/~kurazume/research-j.php?content=laser#l01

    • Related Report
      2015 Annual Research Report

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Published: 2014-04-04   Modified: 2019-03-29  

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