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Large-scale localization based on image descriptor interpolation

Research Project

Project/Area Number 24700161
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Perception information processing/Intelligent robotics
Research InstitutionTokyo Institute of Technology

Principal Investigator

TORII Akihiko  東京工業大学, 理工学研究科, 助教 (20585179)

Project Period (FY) 2012-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2013: ¥2,730,000 (Direct Cost: ¥2,100,000、Indirect Cost: ¥630,000)
Fiscal Year 2012: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
KeywordsVisual localization / Place recognition / 大規模画像検索 / 位置姿勢推定 / 画像表現 / ローカリゼーション / 画像検索 / パノラマ画像 / 特徴検出 / 特徴マッチング / bag of visual words / ビジュアルローカリゼーション / コンピュータビジョン / 位置同定 / シーン認識
Outline of Final Research Achievements

Given a large-scale database of geotagged images, this research aims at developing systems for fast and accurate visual localization of input query images. The main outcomes are the fast and efficient localization based on image description using tiled panoramic image representation, the accurate place recognition based on efficient repeated pattern detection using BoVW, and the construction of place recognition datasets for large-scale benchmarking.

Report

(4 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Research-status Report
  • 2012 Research-status Report
  • Research Products

    (18 results)

All 2014 2013 Other

All Journal Article (3 results) (of which Peer Reviewed: 3 results,  Acknowledgement Compliant: 1 results) Presentation (13 results) (of which Invited: 3 results) Remarks (2 results)

  • [Journal Article] Efficient Localization of Panoramic Images Using Tiled Image Descriptors2014

    • Author(s)
      Akihiko Torii, Yafei Dong, Masatoshi Okutomi, Josef Sivic and Tomas Pajdla
    • Journal Title

      Information and Media Technologies

      Volume: 9 Issue: 3 Pages: 351-355

    • DOI

      10.11185/imt.9.351

    • NAID

      130004687728

    • ISSN
      1881-0896
    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Fisher Vector based on Full-Covariance Gaussian Mixture Model2013

    • Author(s)
      Masayuki Tanaka, Akihiko Torii and Masatoshi Okutomi
    • Journal Title

      IPSJ Transactions on Computer Vision and Applications

      Volume: 5 Pages: 50-54

    • NAID

      130003384031

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] オンライン撮影に適した実用的なSfMシステム2013

    • Author(s)
      半澤悠樹, 鳥居秋彦, 奥富正敏
    • Journal Title

      電子情報通信学会論文誌D

      Volume: Vol.J96-D, No.8 Pages: 1753-1763

    • NAID

      110009634947

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Presentation] インスタント3D復元による画像データベース構築と分割画像記述子を用いた自己位置・方位推定2014

    • Author(s)
      董亜飛, 井上優希, 鳥居秋彦, 奥富正敏
    • Organizer
      ビジョン技術の実利用ワークショップ(ViEW2014)
    • Place of Presentation
      パシフィコ横浜 (神奈川県)
    • Year and Date
      2014-12-04 – 2014-12-05
    • Related Report
      2014 Annual Research Report
  • [Presentation] Large-scale visual place recognition and image-based localization2014

    • Author(s)
      Torsten Sattler and Akihiko Torii
    • Organizer
      Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR2014)(チュートリアル講演)
    • Place of Presentation
      Columbus, Ohaio, USA
    • Year and Date
      2014-06-23
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] インスタント3D復元による位置情報付き画像データベース構築とその利用2014

    • Author(s)
      鳥居秋彦, 井上優希, 董亜飛, 杉浦貴行, 奥富正敏
    • Organizer
      第20回画像センシングシンポジウム(SSII2014)
    • Place of Presentation
      パシフィコ横浜 (神奈川県)
    • Year and Date
      2014-06-11 – 2014-06-13
    • Related Report
      2014 Annual Research Report
  • [Presentation] Instant Surface Reconstruction for Incremental SfM2013

    • Author(s)
      Kichang Kim, Takayuki Sugiura, Akihiko Torii, Shigeki Sugimoto and Masatoshi Okutomi
    • Organizer
      Proceedings of the IAPR Conference on Machine Vision Applications
    • Place of Presentation
      Kyoto, Japan
    • Related Report
      2013 Research-status Report
  • [Presentation] BoFの分割表現を用いた画像検索による自己位置・方位推定2013

    • Author(s)
      董亜飛, 鳥居秋彦, 奥富正敏
    • Organizer
      情報処理学会研究報告(コンピュータビジョンとイメージメディア(CVIM))
    • Place of Presentation
      東京,日本
    • Related Report
      2013 Research-status Report 2012 Research-status Report
  • [Presentation] インクリメンタル四面体カービング法による三次元サーフェス生成2013

    • Author(s)
      杉浦貴行, 鳥居秋彦, 奥富正敏
    • Organizer
      情報処理学会研究報告(コンピュータビジョンとイメージメディア(CVIM))
    • Place of Presentation
      東京,日本
    • Related Report
      2013 Research-status Report
  • [Presentation] Visual Place Recognition with Repetitive Structures2013

    • Author(s)
      Akihiko Torii, Josef Sivic, Tomas Pajdla and Masatoshi Okutomi
    • Organizer
      The IAPR Conference on Machine Vision Applications
    • Place of Presentation
      Kyoto, Japan
    • Related Report
      2013 Research-status Report
    • Invited
  • [Presentation] 多視点画像からの3次元復元 ~基本原理から大規模復元まで~2013

    • Author(s)
      奥富正敏, 鳥居秋彦
    • Organizer
      第19回画像センシングシンポジウム
    • Place of Presentation
      神奈川,日本
    • Related Report
      2013 Research-status Report
    • Invited
  • [Presentation] 逐次的SfMとサーフェス生成によるインスタント3D復元2013

    • Author(s)
      鳥居秋彦, 杉浦貴行, 阿達大地, 奥富正敏
    • Organizer
      第19回画像センシングシンポジウム
    • Place of Presentation
      神奈川,日本
    • Related Report
      2013 Research-status Report
  • [Presentation] Visual Place Recognition with Repetitive Structures2013

    • Author(s)
      Akihiko Torii, Josef Sivic, Tomas Pajdla and Masatoshi Okutomi
    • Organizer
      Proceedings of IEEE Conference on Computer Vision and Pattern Recognition
    • Place of Presentation
      Portland, Oregon, USA
    • Related Report
      2013 Research-status Report
  • [Presentation] 逐次的四面体カービング法を用いた3Dモデリング2013

    • Author(s)
      鳥居秋彦, 杉浦貴行, 奥富正敏
    • Organizer
      情報処理学会研究報告(コンピュータビジョンとイメージメディア(CVIM))
    • Place of Presentation
      福岡,日本
    • Related Report
      2013 Research-status Report
  • [Presentation] 3D Surface Extraction using Incremental Tetrahedra Carving2013

    • Author(s)
      Takayuki Sugiura, Akihiko Torii and Masatoshi Okutomi
    • Organizer
      Proceedings of ICCV 2013 Workshop: Big Data in 3D Computer Vision
    • Place of Presentation
      Sydney, Australia
    • Related Report
      2013 Research-status Report
  • [Presentation] Visual Place Recognition with Repetitive Structures2013

    • Author(s)
      Akihiko Torii, Josef Sivic, Tomas Pajdla, Masatoshi Okutomi
    • Organizer
      Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR2013)
    • Place of Presentation
      Portland, Oregon, USA
    • Related Report
      2012 Research-status Report
  • [Remarks] Visual Place Recognition

    • URL

      http://www.ok.ctrl.titech.ac.jp/~torii/project/repttile/

    • Related Report
      2014 Annual Research Report
  • [Remarks] Visual Place Recognition

    • URL

      http://www.ok.ctrl.titech.ac.jp/~torii/project/repttile/

    • Related Report
      2013 Research-status Report

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

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