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Research on Automated Driving in Urban Scenarios in Multiple Environments

Research Project

Project/Area Number 16H02843
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Perceptual information processing
Research InstitutionThe University of Tokyo

Principal Investigator

Kamijo Shunsuke  東京大学, 大学院情報学環・学際情報学府, 准教授 (70334357)

Project Period (FY) 2016-04-01 – 2019-03-31
Project Status Completed (Fiscal Year 2018)
Budget Amount *help
¥16,250,000 (Direct Cost: ¥12,500,000、Indirect Cost: ¥3,750,000)
Fiscal Year 2018: ¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2017: ¥5,070,000 (Direct Cost: ¥3,900,000、Indirect Cost: ¥1,170,000)
Fiscal Year 2016: ¥6,630,000 (Direct Cost: ¥5,100,000、Indirect Cost: ¥1,530,000)
Keywords自動運転 / デジタル地図 / 統合センシング / 次世代交通システム / センサ統合 / ディジタル地図 / GNSS / 運転支援 / LIDAR / self-localization / センサ融合
Outline of Final Research Achievements

An integration method of 3D-GNSS, IMU, and Vision sensor was developed in this research. This method has been proved to achieve 1.5m for positioning accuracy in urban canyon. Positioning method under the bridge of Metropolitan Expressway was developed. In this scenario, GNSS is invisible and face the difficulty of localization because of monotonous scape of the structures.
Automated method for map creation was developed with automated alignment method of SLAM data to airborne images. Such the created digital map achieved 25cm level accuracy in absolute coordinate. Finally, we proposed the specific vector data format of the digital map for autonomous driving, and proved that it maintain the equivalent accuracy of localization compared with the case employing point cloud data format.

Academic Significance and Societal Importance of the Research Achievements

自動運転の研究は国際的な競争と共同研究の両立が重要である。これまでの研究は、自身によるデモを主目的としたものが多いが、今後の自動運転の国際的普及には、科学的な見地からの技術標準化が不可欠である。本研究では、self-localizationを目的として、様々な劣悪な環境でのセンシングとデジタル地図の在り方について、自ら提案し可能性を検証したものである。本研究の成果は学術的にも社会的にも先進性が評価されてつつある。

Report

(4 results)
  • 2018 Annual Research Report   Final Research Report ( PDF )
  • 2017 Annual Research Report
  • 2016 Annual Research Report
  • Research Products

    (43 results)

All 2018 2017 2016

All Journal Article (13 results) (of which Peer Reviewed: 13 results,  Open Access: 8 results) Presentation (30 results) (of which Int'l Joint Research: 24 results)

  • [Journal Article] Intelligent Driving Data Recorder in Smartphone Using Deep Neural Network-Based Speedometer and Scene Understanding2018

    • Author(s)
      Yanlei Gu, Qianlong Wang, Shunsuke Kamijo
    • Journal Title

      IEEE Sensors Journal

      Volume: Vol. 19, No. 1 Issue: 1 Pages: 287-296

    • DOI

      10.1109/jsen.2018.2874665

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Factors to Evaluate Capability of Map for Vehicle Localization2018

    • Author(s)
      Ehsan Javanmardi, Mahdi Javanmardi, Yanlei Gu, Shunsuke Kamijo,
    • Journal Title

      IEEE Access

      Volume: Vol. 6 Pages: 49850-49867

    • DOI

      10.1109/access.2018.2868244

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Autonomous vehicle self-localization based on abstract map and multi-channel LiDAR in urban area2018

    • Author(s)
      Ehsan Javanmardi, Yanlei Gu, Mahdi Javanmardi, Shunsuke Kamijo
    • Journal Title

      IATSS Research

      Volume: 0 Issue: 1 Pages: 1-13

    • DOI

      10.1016/j.iatssr.2018.05.001

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Vehicle Localization System in Urban Scenario with Three-Dimensional City Map2018

    • Author(s)
      Jiali Bao, Yanlei Gu, Shunsuke Kamijo
    • Journal Title

      International Journal of Automotive Engineering

      Volume: 9 Issue: 2 Pages: 79-85

    • DOI

      10.20485/jsaeijae.9.2_79

    • NAID

      130007396818

    • ISSN
      2185-0984, 2185-0992
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Towards lane-level traffic monitoring in urban environment using precise probe vehicle data derived from three-dimensional map aided differential GNSS2018

    • Author(s)
      Yanlei Gu, Li-Ta Hsu, Shunsuke Kamijo
    • Journal Title

      IATSS Research

      Volume: 21 Issue: 4 Pages: 1-11

    • DOI

      10.1016/j.iatssr.2018.03.001

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Vehicle Localization Based on Global Navigation Satellite System Aided by Three-Dimensional Map2017

    • Author(s)
      [1]Yanlei Gu, Li-Ta Hsu, Shunsuke Kamijo
    • Journal Title

      Journal of the Transportation Research Board, National Academy Press

      Volume: No. 2621 Issue: 1 Pages: 55-61

    • DOI

      10.3141/2621-07

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Towards High-Definition 3D Urban Mapping: Road Feature-Based Registration of Mobile Mapping Systems and Aerial Imagery2017

    • Author(s)
      Mahdi Javanmardi, Ehsan Javanmardi, Yanlei Gu, Shunsuke Kamijo
    • Journal Title

      Remote Sensing, MDPI

      Volume: Vol. 9, No. 10 Issue: 10 Pages: 1-30

    • DOI

      10.3390/rs9100975

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Intelligent Viaduct Recognition and Driving Altitude Determination using GPS Data2017

    • Author(s)
      Li-Ta Hsu, Yanlei Gu, Shunsuke Kamijo
    • Journal Title

      IEEE Transactions on Intelligent Vehicles

      Volume: Vol.2, No.3 Issue: 3 Pages: 175-184

    • DOI

      10.1109/tiv.2017.2737325

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Multiple Faulty GNSS Measurement Exclusion based on Consistency Check in Urban Canyons2017

    • Author(s)
      Li-Ta Hsu, Hiroko Tokura, Nobuaki Kubo, Yanlei Gu, and Shunsuke Kamijo
    • Journal Title

      IEEE Sensors Journal

      Volume: 17-6 Issue: 6 Pages: 1909-1917

    • DOI

      10.1109/jsen.2017.2654359

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Database Calibration for Outdoor Wi-Fi Positioning System2016

    • Author(s)
      Yuyang Huang, Li-Ta Hsu, Yanlei Gu, Haitao Wang, Shunsuke Kamijo
    • Journal Title

      IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences

      Volume: E99.A Issue: 9 Pages: 1683-1690

    • DOI

      10.1587/transfun.E99.A.1683

    • NAID

      130005261434

    • ISSN
      0916-8508, 1745-1337
    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Integrating Global Navigation Satellite System and Road Marking Detection for Vehicle Localization in Urban Traffic2016

    • Author(s)
      Yanlei Gu, Li-Ta Hsu, Jiali Bao, and Shunsuke Kamijo
    • Journal Title

      Transportation Research Record: Journal of the Transportation Research Board

      Volume: 2595 Issue: 1 Pages: 59-67

    • DOI

      10.3141/2595-07

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Probabilistic Model of Pedestrian Crossing Behavior at Signalized Intersections for Connected Vehicles2016

    • Author(s)
      Yoriyoshi Hashimoto, Yanlei Gu, Li-Ta Hsu, Miho Iryo-Asano, and Shunsuke Kamijo
    • Journal Title

      Transportation Research Part C: Emerging Technologies

      Volume: 71 Pages: 164-181

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Human-like motion planning model for driving in signalized intersections2016

    • Author(s)
      Yanlei Gu, Yoriyoshi Hashimoto, Li-Ta Hsu, Miho Iryo-Asano, and Shunsuke Kamijo
    • Journal Title

      IATSS Research

      Volume: IATSSR-00136 Pages: 164-181

    • DOI

      10.1016/j.trc.2016.07.011

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Presentation] Human-Like Maneuver Decision Using LSTM-CRF Model for On-Road Self-Driving2018

    • Author(s)
      Xiao Wang, Jinqiang Wu, Yanlei Gu, Hongbin Sun, Linhai Xu, Shunsuke Kamijo, Nanning Zheng
    • Organizer
      21st International Conference on Intelligent Transportation Systems (ITSC2018)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Adaptive Resolution Refinement of NDT Map Based on Localization Error Modeled by Map Factors2018

    • Author(s)
      Ehsan Javanmardi, Mahdi Javanmardi, Yanlei Gu, Shunsuke Kamijo
    • Organizer
      21st International Conference on Intelligent Transportation Systems (ITSC2018)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Evaluation of Digital Map Ability for Vehicle Self-Localization2018

    • Author(s)
      Ehsan Javanmardi, Mahdi Javanmardi, Yanlei Gu, Shunsuke Kamijo
    • Organizer
      IEEE Intelligent Vehicles Symposium (IV2018)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Towards ADAS Map: Automatic Extraction and Integration of Semantic Traffic Regulation from MMS Data2018

    • Author(s)
      Yue Zhang, Ehsan Javanmardi, Mahdi Javanmardi, Yanlei Gu, Shunsuke Kamijo
    • Organizer
      IEICE Technical Report
    • Related Report
      2018 Annual Research Report
  • [Presentation] Smartphone Based Lifelog with Meaningful Place Detection2018

    • Author(s)
      Dailin Li, Yanlei Gu, Shunsuke Kamijo
    • Organizer
      2018 IEEE International Conference on Consumer Electronics (ICCE)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Critical Areas Detection and Vehicle Speed Estimation System Towards Intersection-Related Driving Behavior Analysis2018

    • Author(s)
      Qianlong Wang, Yongjie Liu, Jingwen Liu, Yanlei Gu, Shunsuke, Kamijo
    • Organizer
      2018 IEEE International Conference on Consumer Electronics (ICCE)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Novel Approach for Post-Calibration of Mobile Mapping Systems Using Intensity Reflection and Airborne Imagery2017

    • Author(s)
      Mahdi Javanmardi, Ehsan Javanmardi, Yanlei Gu, and Shunsuke Kamijo
    • Organizer
      Transportation Research Board 96th Annual Meeting (TRB 2017)
    • Place of Presentation
      Washington, D.C., USA
    • Year and Date
      2017-01-10
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Vehicle Localization based on Three-Dimensional Map Aided Global Navigation Satellite System2017

    • Author(s)
      Yanlei Gu, and Shunsuke Kamijo
    • Organizer
      Transportation Research Board 96th Annual Meeting (TRB 2017)
    • Place of Presentation
      Washington, D.C., USA
    • Year and Date
      2017-01-10
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Pedestrian Positioning in Urban Environment by Integration of PDR and Traffic Mode Detection2017

    • Author(s)
      Dailin Li, Yanlei Gu, Shunsuke Kamijo
    • Organizer
      IEEE 20th International Conference on Intelligent Transportation Systems (ITSC2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Precise Mobile Laser Scanning for Urban Mapping Utilizing 3D Aerial Surveillance Data2017

    • Author(s)
      Mahdi Javanmardi, Ehsan Javanmardi, Yanlei Gu, Shunsuke Kamijo
    • Organizer
      IEEE 20th International Conference on Intelligent Transportation Systems (ITSC2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Autonomous Vehicle Self-Localization Based on Probabilistic Planar Surface Map and Multi-channel LiDAR in Urban Area2017

    • Author(s)
      Ehsan Javanmardi, Mahdi Javanmardi, Yanlei Gu, Shunsuke Kamijo
    • Organizer
      IEEE 20th International Conference on Intelligent Transportation Systems (ITSC2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] DeepSpeedometer: Vehicle Speed Estimation from Accelerometer and Gyroscope Using LSTM Model2017

    • Author(s)
      Qianlong Wang, Yanlei Gu, Jingwen Liu, Shunsuke Kamijo
    • Organizer
      IEEE 20th International Conference on Intelligent Transportation Systems (ITSC2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Vehicle positioning with the integration of scene understanding and 3D map in urban environment2017

    • Author(s)
      Jiali Bao, Yanlei Gu, Shunsuke Kamijo
    • Organizer
      IEEE Intelligent Vehicles Symposium (IV2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Auto Mahdi Javanmardi, Ehsan Javanmardi, Yanlei Gu, Shunsuke Kamijo matic Calibration of 3D Mobile Laser Scanning using Aerial Surveillance Data for Precise Urban Mapping2017

    • Author(s)
      Mahdi Javanmardi, Ehsan Javanmardi, Yanlei Gu, Shunsuke Kamijo
    • Organizer
      IEEE Intelligent Vehicles Symposium (IV2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Autonomous Vehicle Self-Localization Based on Multilayer 2D Vector Map and Multi-channel LiDAR2017

    • Author(s)
      Ehsan Javanmardi, Mahdi Javanmardi, Yanlei Gu, Shunsuke Kamijo
    • Organizer
      IEEE Intelligent Vehicles Symposium (IV2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 3D Scene Understanding at Urban Intersection using Stereo Vision and Digital Map2017

    • Author(s)
      Prarthana Bhattacharyya, Yanlei Gu, Jiali Bao, Liu Xu, Shunsuke Kamijo
    • Organizer
      IEEE Vehicular Technology Conference (VTS2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Pedestrian Positioning in Urban City with the Aid of Google Maps Street View2017

    • Author(s)
      Haitao Wang, Yanlei Gu, Shunsuke Kamijo
    • Organizer
      15th IAPR International Conference on MVA2017 (MVA2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Acculate Localization and Motion Planning for Autonomous Driving at Urban Intersections2017

    • Author(s)
      Prarthana Bhattacharyya, Yanlei Gu, Jiali Bao, Shunsuke Kamijo
    • Organizer
      ION Pacific PNT Conference 2017 (PNT2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] GNSS Positioning in Deep Urban City with 3D Map and Double Reflection2017

    • Author(s)
      Yanlei Gu, Shunsuke Kamijo
    • Organizer
      IEEE European Navigation Conference(ENC2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 三次元ディテクスチャジタル地図におけるマッピング技術2017

    • Author(s)
      北村弘継, Yanlei Gu, 上條俊介
    • Organizer
      第15回ITSシンポジウム2017
    • Related Report
      2017 Annual Research Report
  • [Presentation] Vision-based Pedestrian Positioning and Navigation in Urban Area Using Smart Glasses2017

    • Author(s)
      Wang, Haitao Wang, Yanlei Gu, Shunsuke Kamijo
    • Organizer
      Pattern Recognition and Media Understanding (PRMU)
    • Related Report
      2017 Annual Research Report
  • [Presentation] Joint Customer Pose and Orientation Estimation using Deep Neural Network from Surveillance Camera2016

    • Author(s)
      Jingwen Liu, Yanlei Gu, and Shunsuke Kamijo
    • Organizer
      IEEE International Symposium on Multimedia (ISM)
    • Place of Presentation
      San Jose, USA
    • Year and Date
      2016-12-11
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 3D Scene Understanding at Urban Intersections for Autonomous Vehicles2016

    • Author(s)
      Prarthana Bhattacharyya, Yanlei Gu, Jiali Bao, Shunsuke Kamijo
    • Organizer
      電子通信情報学会WBA RCC ITS
    • Place of Presentation
      サンポートホール高松・高松・香川県
    • Year and Date
      2016-12-01
    • Related Report
      2016 Annual Research Report
  • [Presentation] Pedestrian Positioning with the aid of Google Earth and Google Maps Street View2016

    • Author(s)
      Haitao Wang, Yanlei Gu, Shunsuke Kamijo
    • Organizer
      電子通信情報学会WBA RCC ITS
    • Place of Presentation
      サンポートホール高松・高松・香川県
    • Year and Date
      2016-12-01
    • Related Report
      2016 Annual Research Report
  • [Presentation] Lane-level Vehicle Self-localization by Integrating Inertial Sensors and Stereo Camera for Under-bridge Scenario2016

    • Author(s)
      LIjia Xie, Yanlei Gu, Shunsuke Kamijo
    • Organizer
      電子通信情報学会WBA RCC ITS
    • Place of Presentation
      サンポートホール高松・高松・香川県
    • Year and Date
      2016-12-01
    • Related Report
      2016 Annual Research Report
  • [Presentation] Motion Planning based on Learning Models of Pedestrian and Driver Behaviors2016

    • Author(s)
      Yanlei Gu, Yoriyoshi Hashimoto, Li-Ta Hsu, and Shunsuke Kamijo
    • Organizer
      IEEE 19th International Conference on Intelligent Transportation Systems
    • Place of Presentation
      Rio de Janeiro, Brazil
    • Year and Date
      2016-11-01
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Vehicle self-localization using 3D building map and stereo camera2016

    • Author(s)
      Jiali Bao, Yanlei Gu, Li-Ta Hsu, Shunsuke Kamijo
    • Organizer
      IEEE Intelligent Vehicles Symposium
    • Place of Presentation
      Gothenburg, Sweden
    • Year and Date
      2016-06-19
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Autonomous driving positioning using building model and DGNSS2016

    • Author(s)
      Li-Ta Hsu, Yanlei Gu, and Shunsuke Kamijo
    • Organizer
      European Navigation Conference (ENC)
    • Place of Presentation
      Helsinki, Finland
    • Year and Date
      2016-05-30
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] SLAM with 3Dimensional-GNSS2016

    • Author(s)
      Yanlei Gu, Yutaro Wada, Li-Ta Hsu, Shunsuke Kamijo
    • Organizer
      IEEE/ION PLANS 2016
    • Place of Presentation
      Savannah, USA
    • Year and Date
      2016-04-11
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Sensor integration of 3D map aided GNSS and smartphone PDR in urban canyon with dense foliage2016

    • Author(s)
      Li-Ta Hsu, Yanlei Gu and Shunsuke Kamijo
    • Organizer
      IEEE/ION PLANS 2016
    • Place of Presentation
      Savannah, USA
    • Year and Date
      2016-04-11
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research

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Published: 2016-04-21   Modified: 2020-03-30  

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