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The realization of next-generation SLAM technique with incremental adaptation to changing domains: cross-domain map learning

Research Project

Project/Area Number 17K00361
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Intelligent robotics
Research InstitutionUniversity of Fukui

Principal Investigator

tanaka kanji  福井大学, 学術研究院工学系部門, 准教授 (30325899)

Project Period (FY) 2017-04-01 – 2021-03-31
Project Status Completed (Fiscal Year 2020)
Budget Amount *help
¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2019: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2018: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2017: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
Keywords移動ロボット / SLAM / ドメイン適応 / 変化検出 / 自己位置推定 / 地図生成 / 地図 / 深層学習 / データマイニング / ロボットビジョン / SLAM
Outline of Final Research Achievements

We researched and developed a new domain-invariant SLAM (simultaneous localization of self-position and map) technology that is robust against changes in domains (weather, terrain, season) toward the realization of robots that can operate for a long period of time. Specifically, we conducted research and development and performance verification of new real-world information processing technology with the aim of applying domain adaptation technology, which is rapidly advancing in the machine learning field, to the SLAM field.

Academic Significance and Societal Importance of the Research Achievements

パーソナルロボットやパトロールロボットなどの長期間に渡り活動することのできるロボットの実現に向けて、ドメイン(天候・地形・季節)の変化に頑健な、新しいSLAM(自己位置と地図の同時推定)技術を研究開発した。具体的には、機械学習分野において急速に進展しているドメイン適応技術を、SLAM分野に応用することを目的とし、新たな実世界情報処理技術の研究開発・性能検証を行った。本研究の成果は、審査の厳しい国際会議プロシーディングなど専門誌に採択された。

Report

(5 results)
  • 2020 Annual Research Report   Final Research Report ( PDF )
  • 2019 Research-status Report
  • 2018 Research-status Report
  • 2017 Research-status Report
  • Research Products

    (23 results)

All 2021 2020 2019 2018 2017

All Journal Article (23 results) (of which Peer Reviewed: 22 results,  Open Access: 5 results)

  • [Journal Article] Boosting Self-localization with Graph Convolutional Neural Networks2021

    • Author(s)
      Koji Takeda, Kanji Tanaka
    • Journal Title

      Proceedings of the 16th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications

      Volume: 1 Pages: 861-868

    • DOI

      10.5220/0010212908610868

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Fault-Diagnosing Monocular-SLAM for Scale-Aware Change Detection2021

    • Author(s)
      Takuma Sugimoto, Yamaguchi Kousuke, Zhongshan Bao, Minying Ye, Hiroki Tomoe, Tanaka Kanji
    • Journal Title

      Proceedings of the IEEE/SICE International Symposium on System Integration

      Volume: 1 Pages: 276-283

    • DOI

      10.1109/ieeeconf49454.2021.9382715

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Diagnosing Deep Self-localization Network for Domain-shift Localization2021

    • Author(s)
      Tanaka Kanji
    • Journal Title

      Proceedings of the IEEE/SICE International Symposium on System Integration

      Volume: 1 Pages: 298-303

    • DOI

      10.1109/ieeeconf49454.2021.9382702

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Deep Next-Best-View Planner for Cross-Season Visual Route Classification2020

    • Author(s)
      Kurauchi Kanya, Tanaka Kanji
    • Journal Title

      Proceedings of the 25th International Conference on Pattern Recognition

      Volume: 1 Pages: 497-502

    • DOI

      10.1109/icpr48806.2021.9412043

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Self-Supervised Map-Segmentation by Mining Minimal-Map-Segments2020

    • Author(s)
      Tanaka Kanji
    • Journal Title

      Proceedings of the 2020 IEEE Intelligent Vehicles Symposium

      Volume: 1 Pages: 637-644

    • DOI

      10.1109/iv47402.2020.9304724

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Scalable Change Detection Using Place-Specific Compressive Change Classifiers2019

    • Author(s)
      Kanji Tanaka
    • Journal Title

      JACIII

      Volume: 23 Pages: 705-714

    • NAID

      130007681828

    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] Cross-Domain Change Object Detection Using Generative Adversarial Networks2019

    • Author(s)
      Takuma Sugimoto, Kanji Tanaka, Kousuke Yamaguchi
    • Journal Title

      J. Robotics Mechatronics

      Volume: 31 Pages: 221-230

    • NAID

      130007635217

    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] Recursive Background Modeling with Place-specific Autoencoders for Large-scale Image Change Detection2019

    • Author(s)
      Kousuke Yamaguchi, Kanji Tanaka, Takuma Sugimoto, Rino Ide, Koji Takeda
    • Journal Title

      Proc. 2019 IEEE Intelligent Transportation Systems Conference (ITSC)

      Volume: 1 Pages: 2046-2051

    • DOI

      10.1109/itsc.2019.8917088

    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] Deep Intersection Classification Using First and Third Person Views2019

    • Author(s)
      Koji Takeda, Kanji Tanaka
    • Journal Title

      Proc. 2019 IEEE Intelligent Vehicles Symposium (IV)

      Volume: 1 Pages: 454-459

    • DOI

      10.1109/ivs.2019.8813859

    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] Invariant Spatial Information for Loop-Closure Detection2019

    • Author(s)
      Ryohei Yamamoto, Kanji Tanaka, Koji Takeda
    • Journal Title

      Proc. 2019 16th International Conference on Machine Vision Applications (MVA)

      Volume: 1 Pages: 1-6

    • DOI

      10.23919/mva.2019.8757889

    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] From Comparison to Retrieval: Scalable Change Retrieval from Discriminatively Learned Deep Three-dimensional Neural Codes2019

    • Author(s)
      Kojima Yusuke, Tanaka Kanji, Yang Naiming, Hirota Yuji, Yamaguchi Kousuke
    • Journal Title

      Proc. 2019 IEEE Intelligent Transportation Systems Conference (ITSC)

      Volume: 1 Pages: 789-795

    • DOI

      10.1109/itsc.2019.8917170

    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] Long-Term Knowledge Distillation of Visual Place Classifiers2019

    • Author(s)
      Hiroki Tomoe, Tanaka Kanji
    • Journal Title

      Proc. 2019 IEEE Intelligent Transportation Systems Conference (ITSC)

      Volume: 1 Pages: 541-546

    • DOI

      10.1109/itsc.2019.8917199

    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] Long-Term Vehicle Localization Using Compressed Visual Experiences2018

    • Author(s)
      Yang Naiming, Tanaka Kanji, Fang Yichu, Fei Xiaoxiao, Inagami Kazunori, Ishikawa Yuuki
    • Journal Title

      Proc. IEEE Int. Conf. Intelligent Transportation Systems

      Volume: 1 Pages: 2203-2208

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] Scalable Change Detection from 3D Point Cloud Maps: Invariant Map Coordinate for Joint Viewpoint-Change Localization2018

    • Author(s)
      Takahashi Yoshiki, Tanaka Kanji, Yang Naiming
    • Journal Title

      Proc. IEEE Int. Conf. Intelligent Transportation Systems

      Volume: 1 Pages: 1115-1121

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] Deformable Map Matching to Handle Uncertain Loop-Less Maps2018

    • Author(s)
      Kanji Tanaka
    • Journal Title

      Journal of Advanced Computational Intelligence and Intelligent Informatics

      Volume: 22 Pages: 915-923

    • NAID

      130008084433

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] An Unsupervised Approach to Place-Specific Change Classification2018

    • Author(s)
      Inagami Kazunori, Tanaka Kanji, Fei Xiaoxiao
    • Journal Title

      Proc. 2018 57th Annual Conference of the Society of Instrument and Control Engineers of Japan

      Volume: 1 Pages: 1734-1739

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] Long-Term Ensemble Learning for Cross-Season Visual Place Classification2018

    • Author(s)
      Xiaoxiao Fei, Kanji Tanaka, Yichu Fang, Akitaka Takayama
    • Journal Title

      Journal of Advanced Computational Intelligence and Intelligent Informatics

      Volume: 22 Pages: 514-522

    • NAID

      130007402368

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] Leveraging Object Proposals for Object-Level Change Detection2018

    • Author(s)
      Sugimoto Takuma, Tanaka Kanji, Yamaguchi Kousuke
    • Journal Title

      Proc. 2018 IEEE Intelligent Vehicles Symposium

      Volume: 1 Pages: 397-402

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] Change Detection with Global Viewpoint Localization2017

    • Author(s)
      Tomoya Murase, Kanji Tanaka, and Akitaka Takayama
    • Journal Title

      Proc. IAPR 4th Asian Conference on Pattern Recognition

      Volume: 1 Pages: 1-8

    • Related Report
      2017 Research-status Report
  • [Journal Article] Scalable Change Detection from Large-Size 3D Point Cloud Maps2017

    • Author(s)
      高橋佳希 , 田中完爾
    • Journal Title

      Proceedings of the Japan Joint Automatic Control Conference

      Volume: 60 Issue: 0 Pages: 1503-1508

    • DOI

      10.11511/jacc.60.0_1503

    • NAID

      130006251202

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] Unsupervised Place Discovery for Visual Place Classification2017

    • Author(s)
      Fei Xiaoxiao, Tanaka Kanji, Inamoto Kouya, Hao Guoqing
    • Journal Title

      Proc. Fifteenth IAPR International Conference on Machine Vision Applications

      Volume: 1 Pages: 109-112

    • DOI

      10.23919/mva.2017.7986802

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] Cross-season Vehicle Localization Using Bag of Local 3D Features2017

    • Author(s)
      Takahashi Yoshiki, Tanaka Kanji, Fang Yichu
    • Journal Title

      Proc. IEEE 20th International Conference on Intelligent Transportation Systems

      Volume: 1 Pages: 1-6

    • DOI

      10.1109/itsc.2017.8317606

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] Grammar-based Map Parsing for View Invariant Map Descriptor2017

    • Author(s)
      Liu Enfu, Tanaka Kanji, Fei Xiaoxiao
    • Journal Title

      Proc. International Conference on Indoor Positioning and Indoor Navigation conference

      Volume: 1 Pages: 1-8

    • DOI

      10.1109/ipin.2017.8115884

    • Related Report
      2017 Research-status Report
    • Peer Reviewed

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Published: 2017-04-28   Modified: 2022-01-27  

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