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Development of Risk Detection Method by Coordination of a Smart Mobility and Environment Sensors

Research Project

Project/Area Number 24300078
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypePartial Multi-year Fund
Section一般
Research Field Perception information processing/Intelligent robotics
Research InstitutionNational Institute of Advanced Industrial Science and Technology

Principal Investigator

SATOH Yutaka  国立研究開発法人産業技術総合研究所, 知能システム研究部門, 研究グループ長 (00392621)

Project Period (FY) 2012-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥17,940,000 (Direct Cost: ¥13,800,000、Indirect Cost: ¥4,140,000)
Fiscal Year 2015: ¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Fiscal Year 2014: ¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Fiscal Year 2013: ¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Fiscal Year 2012: ¥6,630,000 (Direct Cost: ¥5,100,000、Indirect Cost: ¥1,530,000)
Keywords画像情報処理 / 情報センシング / センサ融合・統合 / 知能ロボット / 生活支援技術 / RGB-Dカメラ / カメラ較正 / スマートモビリティ / パーソナルモビリティ / 知能ロボティクス / コンピュータビジョン
Outline of Final Research Achievements

In the research project, we developed a risk detection method for personal mobility systems using coordination of on-board sensors and environment sensors. The method is capable of detecting risk even in complex and highly occluded driving environments by risk information sharing framework between on-board sensors and environment sensors. We also developed some elemental techniques for improving the accuracy of the risk detection such as robust background subtraction, RGB-D sensing / processing and robust human detection.

Report

(5 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Annual Research Report
  • 2013 Annual Research Report
  • 2012 Annual Research Report
  • Research Products

    (22 results)

All 2016 2015 2014 2013 2012

All Journal Article (17 results) (of which Int'l Joint Research: 3 results,  Peer Reviewed: 11 results,  Acknowledgement Compliant: 2 results,  Open Access: 1 results) Presentation (3 results) (of which Invited: 1 results) Book (2 results)

  • [Journal Article] Activity Prediction Using a Space-Time CNN and Bayesian Framework2016

    • Author(s)
      Hirokatsu Kataoka, Yoshimitsu Aoki, Kenji Iwata, Yutaka Satoh
    • Journal Title

      Proc. of 11th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications

      Volume: -

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Fine-grained Walking Activity Recognition via Driving Recorder Dataset2015

    • Author(s)
      Hirokatsu Kataoka, Shoko Oikawa, Yasuhiro Matsui, Yoshimitsu Aoki, Yutaka Satoh, Shoko Oikawa, Yasuhiro Matsui
    • Journal Title

      Proc. of 2015 IEEE 18th International Conference on Intelligent Transportation Systems

      Volume: - Pages: 620-625

    • DOI

      10.1109/itsc.2015.107

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Feature Evaluation of Deep Convolutional Neural Networks for Object Recognition and Detection2015

    • Author(s)
      Hirokatsu Kataoka, Kenji Iwata, Yutaka Satoh
    • Journal Title

      arXiv preprint

      Volume: arXiv:1509.07627

    • Related Report
      2015 Annual Research Report
    • Open Access / Int'l Joint Research
  • [Journal Article] A Robust Appearance Model and Similarity Measure for Image Matching2015

    • Author(s)
      Dong Liang, Shun’ichi Kaneko, and Yutaka Satoh
    • Journal Title

      Journal of Robotics and Mechatronics

      Volume: 27 Pages: 126-135

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] RGB-Dカメラを活用した3次元空間アノテーションシステム2015

    • Author(s)
      門三野蓮,佐藤雄隆,岩田健司
    • Journal Title

      動的画像処理実利用化ワークショップ(DIA2015)講演論文集

      Volume: -

    • Related Report
      2014 Annual Research Report
  • [Journal Article] Extended Co-occurrence HOG with Dense Trajectories for Fine-grained Activity Recognition2014

    • Author(s)
      Hirokatsu Kataoka, Kiyoshi Hashimoto, Kenji Iwata, Yutaka Satoh, Nassir Navab, Slobodan Ilic, Yoshimitsu Aoki
    • Journal Title

      Proc. of ACCV'14

      Volume: -

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] RGB-Dカメラを用いたSLAMにおけるキーフレーム選択に関する考察2014

    • Author(s)
      林クン,佐藤雄隆,岩田健司
    • Journal Title

      ビジョン技術の実利用ワークショップ(ViEW2014)講演論文集

      Volume: -

    • Related Report
      2014 Annual Research Report
  • [Journal Article] 詳細行動認識のための特徴改善と頻出属性分析による特徴ベクトル表現2014

    • Author(s)
      片岡裕雄,岩田健司,佐藤雄隆,Nassir Navab,Slobodan Ilic,青木義満
    • Journal Title

      ビジョン技術の実利用ワークショップ(ViEW2014)講演論文集

      Volume: -

    • Related Report
      2014 Annual Research Report
  • [Journal Article] Robust Object Detection in Severe Imaging Conditions using Co-occurrence Background Model2014

    • Author(s)
      Dong Liang, Shun'ichi Kaneko, Manabu Hashimoto, Kenji Iwata, Xinyue Zhao, Yutaka Satoh
    • Journal Title

      International Journal of Optomechatronics

      Volume: 8 Pages: 14-29

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Extended Feature Descriptor and Vehicle Motion Model with Tracking-by-detection for Pedestrian Active Safety2014

    • Author(s)
      Hirokatsu KATAOKA, Kimimasa TAMURA, Kenji IWATA, Yutaka SATOH, Yasuhiro MATSUI, Yoshimitsu AOKI
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: 97 Pages: 296-304

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Robust Object Detection in Severe Imaging Conditions using Co-occurrence Background Model2013

    • Author(s)
      Dong Liang, Shun'ichi Kaneko, Manabu Hashimoto, Kenji Iwata, Xinyue Zhao, Yutaka Satoh
    • Journal Title

      Proc. of 2013 International Symposium on Optomechatronic Technologies (ISOT2013)

      Volume: -

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Co-occurrence-based adaptive background model for robust object detection2013

    • Author(s)
      Dong Liang, Shun'ichi Kaneko, Manabu Hashimoto, Kenji Iwata, Xinyue Zhao, Yutaka Satoh
    • Journal Title

      Proc. of the 10th IEEE International Conference on Advanced Video and Signal Based Surveillance (AVSS2013)

      Volume: - Pages: 401-406

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Big Trajectory Data Analysis for Clustering and Anomaly Detection2013

    • Author(s)
      Hirokatsu Kataoka, Kenji Iwata, Yutaka Satoh, Ikushi Yoda, Masaki Onishi, Yoshimitsu Aoki
    • Journal Title

      Proceedings of IAPR International Conference on Machine Vision Applications

      Volume: - Pages: 451-454

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] RGB-Dカメラから得られるDepthデータの歪み補正2013

    • Author(s)
      佐藤 雄隆, 岩田 健司, 永見 武司, 竹内啓五
    • Journal Title

      ビジョン技術の実利用化ワークショップ(ViEW2013)講演論文集

      Volume: -

    • Related Report
      2013 Annual Research Report
  • [Journal Article] 歩行者追跡に向けた特徴量と状態推定モデルの拡張2013

    • Author(s)
      片岡 裕雄,田村 仁優,岩田 健司,佐藤 雄隆,松井 靖浩,青木義満
    • Journal Title

      ビジョン技術の実利用化ワークショップ(ViEW2013)講演論文集

      Volume: -

    • Related Report
      2013 Annual Research Report
  • [Journal Article] Robust Background Subtraction by Statistical Reach Feature on Random Reference Points2013

    • Author(s)
      岩田健司, 佐藤雄隆, 尾崎竜史, 坂上勝彦
    • Journal Title

      電気学会論文誌C

      Volume: 133巻1号 Pages: 128-133

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Robust Feature Descriptor ECoHOG Accumulating Edge-magnitude and Dimensional Compression2013

    • Author(s)
      片岡裕雄, 橋本潔, 岩田健司, 佐藤雄隆, 青木義満
    • Journal Title

      Proceedings of 2013 International Workshop on Advanced Image Technology

      Pages: 192-197

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Presentation] RGB-DカメラにおけるDepthデータの歪み補正2014

    • Author(s)
      佐藤雄隆
    • Organizer
      精密工学会 大規模環境の3次元計測と認識・モデル化技術専門委員会
    • Place of Presentation
      東京大学
    • Year and Date
      2014-04-14 – 2015-04-14
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] Co-occurrence-based adaptive background model for robust object detection2013

    • Author(s)
      Dong Liang, 金子 俊一, 橋本 学, 岩田 健司, Xinyue Zhao, 佐藤 雄隆
    • Organizer
      電気学会C部門大会
    • Place of Presentation
      北見工業大学(北海道北見市)
    • Related Report
      2013 Annual Research Report
  • [Presentation] 大規模軌跡データを用いた屋内空間地図作成とクラスタリング2012

    • Author(s)
      片岡裕雄, 大西正輝, 佐藤雄隆, 岩田健司, 依田育士, 青木義満
    • Organizer
      ビジョン技術の実利用ワークショップ
    • Place of Presentation
      パシフィコ横浜(横浜市)
    • Year and Date
      2012-12-07
    • Related Report
      2012 Annual Research Report
  • [Book] 映像情報インダストリアル:優れた画像処理に触れる:RGB-Dカメラから得られるDepthデータの歪み補正2014

    • Author(s)
      佐藤雄隆
    • Total Pages
      6
    • Publisher
      産業開発機構株式会社
    • Related Report
      2014 Annual Research Report
  • [Book] 社会まるごとスマートシステム2013

    • Author(s)
      産業技術総合研究所(分担執筆)
    • Total Pages
      285
    • Publisher
      カナリア書房
    • Related Report
      2012 Annual Research Report

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Published: 2012-04-24   Modified: 2019-07-29  

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