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AKITA TOKIHIKO  秋田 時彦

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Akita Tokihiko  秋田 時彦

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Researcher Number 20564579
Other IDs
Affiliation (Current) 2026: 電動モビリティシステム専門職大学, 電気自動車システム工学部, 教授
Affiliation (based on the past Project Information) *help 2018 – 2023: 豊田工業大学, 工学(系)研究科(研究院), 特任上級研究員
Review Section/Research Field
Principal Investigator
Basic Section 20020:Robotics and intelligent system-related / 0301:Mechanics of materials, production engineering, design engineering, fluid engineering, thermal engineering, mechanical dynamics, robotics, aerospace engineering, marine and maritime engineering, and related fields
Keywords
Principal Investigator
駐車 / 形状推定 / VAE / CNN / 深層学習 / ミリ波レーダ / 生成モデル / 自己教師学習 / 言語モデル / Transformer … More / 信頼度推定 / 駐車車両形状推定 / 能動学習 / Variational Autoencoder / 半教師あり学習 / ディープラーニング / 全天候型自動運転 / 走行環境認識 / 機械学習 / 自動運転 / クラス識別 / LSTM Less
  • Research Projects

    (2 results)
  • Research Products

    (36 results)
  •  New Approach to Deep Learning by Introducing Language Model for Drastic Improvement of Automated Driving ReliabilityPrincipal Investigator

    • Principal Investigator
      Akita Tokihiko
    • Project Period (FY)
      2021 – 2023
    • Research Category
      Grant-in-Aid for Scientific Research (C)
    • Review Section
      Basic Section 20020:Robotics and intelligent system-related
    • Research Institution
      Toyota Technological Institute
  •  Research of precise environmental perception method using millimeter-wave radar for all-weather autonomous drivingPrincipal Investigator

    • Principal Investigator
      Akita Tokihiko
    • Project Period (FY)
      2018 – 2021
    • Research Category
      Grant-in-Aid for Research Activity Start-up
    • Review Section
      0301:Mechanics of materials, production engineering, design engineering, fluid engineering, thermal engineering, mechanical dynamics, robotics, aerospace engineering, marine and maritime engineering, and related fields
    • Research Institution
      Toyota Technological Institute

All 2024 2023 2022 2021 2020 2019

All Journal Article Presentation Book

  • [Book] 自動車技術Vol.74 No.102020

    • Author(s)
      秋田時彦,三田誠一
    • Total Pages
      6
    • Publisher
      自動車技術会
    • Data Source
      KAKENHI-PROJECT-19K21072
  • [Book] 自動運転のための高精度センシング技術2020

    • Author(s)
      秋田時彦,三田誠一
    • Total Pages
      14
    • Publisher
      エヌ・ティー・エス
    • ISBN
      9784860436940
    • Data Source
      KAKENHI-PROJECT-19K21072
  • [Book] 車載テクノロジー2019年7月号2019

    • Author(s)
      秋田時彦,三田誠一
    • Total Pages
      8
    • Publisher
      技術情報協会
    • Data Source
      KAKENHI-PROJECT-19K21072
  • [Journal Article] Error Correction Method for Untrained Data to Estimate Accurate Parking Vehicle Shape by Millimeter-Wave Radar with Deep Learning2022

    • Author(s)
      Akita Tokihiko、Kyutoku Haruya、Akamine Yusuke
    • Journal Title

      International Journal of Automotive Engineering

      Volume: 13 Issue: 2 Pages: 97-102

    • DOI

      10.20485/jsaeijae.13.2_97

    • ISSN
      2185-0984, 2185-0992
    • Language
      English
    • Peer Reviewed
    • Data Source
      KAKENHI-PROJECT-21K03985
  • [Journal Article] ミリ波レーダによる深層学習を用いた駐車場環境の復元2021

    • Author(s)
      秋田時彦, 三田誠一
    • Journal Title

      自動車技術会論文集

      Volume: Vol. 52, No.1 Pages: 113-118

    • NAID

      130007959681

    • Peer Reviewed
    • Data Source
      KAKENHI-PROJECT-19K21072
  • [Journal Article] Reconstruction of Parking Scene Using Deep Neural Network with Millimeter-wave Radar2021

    • Author(s)
      秋田 時彦、三田 誠一
    • Journal Title

      Transactions of Society of Automotive Engineers of Japan

      Volume: 52 Issue: 1 Pages: 113-118

    • DOI

      10.11351/jsaeronbun.52.113

    • NAID

      130007959681

    • ISSN
      0287-8321, 1883-0811
    • Language
      Japanese
    • Peer Reviewed / Open Access
    • Data Source
      KAKENHI-PROJECT-19K21072
  • [Presentation] IMAGING RADAR APPLYING ADVANCED DEEP NEURAL NETWORK TECHNIQUES2024

    • Author(s)
      Tokihiko Akita
    • Organizer
      Autonomous Vehicles USA2024
    • Invited / Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-21K03985
  • [Presentation] 半教師あり学習及び能動学習やドメイン適応を用いた深層学習によるミリ波レーダを用いた走行環境認識技術2024

    • Author(s)
      秋田 時彦
    • Organizer
      GTC2024 Japan AI Day
    • Invited
    • Data Source
      KAKENHI-PROJECT-21K03985
  • [Presentation] ミリ波レーダを用いた走行環境の高精度な認識(イメージングレーダ)2023

    • Author(s)
      秋田 時彦
    • Organizer
      第13回豊田工業大学スマートビークル研究センターシンポジウム
    • Data Source
      KAKENHI-PROJECT-21K03985
  • [Presentation] 自動運転の環境認識におけるディープラーニング - 応用例,最新動向と課題 -2023

    • Author(s)
      秋田 時彦
    • Organizer
      日本機械学会 2023年度 年次大会
    • Data Source
      KAKENHI-PROJECT-21K03985
  • [Presentation] IEEE ITSC2023調査報告2023

    • Author(s)
      秋田 時彦
    • Organizer
      IEEE ITSS名古屋チャプタ2023年度第2回講演会
    • Data Source
      KAKENHI-PROJECT-21K03985
  • [Presentation] Imaging Radar applying Advanced Deep Neural Network Techniques2023

    • Author(s)
      Tokihiko Akita
    • Organizer
      Automotive AI Europe
    • Invited / Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-21K03985
  • [Presentation] 半教師あり学習を用いたミリ波レーダによる駐車車両形状の推定精度向上2023

    • Author(s)
      秋田 時彦
    • Organizer
      自動技術会秋季学術講演会
    • Data Source
      KAKENHI-PROJECT-21K03985
  • [Presentation] Parking Vehicle Shape Estimation Using Millimeter-Wave Radar Applying Semi-Supervised Learning2023

    • Author(s)
      Tokihiko Akita, Seiichi Mita
    • Organizer
      The 26th IEEE International Conference on Intelligent Transportation Systems
    • Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-21K03985
  • [Presentation] Active learning with self-supervised learning for imaging radar2023

    • Author(s)
      Tokihiko Akita
    • Organizer
      The 7th International Symposium on Future Active Safety Technology toward Zero Accidents (FAST-zero ’23)
    • Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-21K03985
  • [Presentation] ミリ波レーダを用いた駐車車両形状推定における深層学習の確率的信頼度推定2022

    • Author(s)
      秋田 時彦,久徳 遙矢,赤峰 悠介
    • Organizer
      自動車技術会春季学術講演会
    • Data Source
      KAKENHI-PROJECT-21K03985
  • [Presentation] イメージングレーダの世界の最新動向2022

    • Author(s)
      秋田 時彦
    • Organizer
      自動車技術会 アクティブセーフティ部門委員会
    • Invited
    • Data Source
      KAKENHI-PROJECT-21K03985
  • [Presentation] 自動運転の環境認識におけるディープラーニング - 応用例,最新動向と課題 -2022

    • Author(s)
      秋田 時彦
    • Organizer
      日本機械学会年次大会
    • Invited
    • Data Source
      KAKENHI-PROJECT-21K03985
  • [Presentation] Imaging radar using deep learning2022

    • Author(s)
      Tokihiko Akita
    • Organizer
      AI Automotive Summit
    • Invited
    • Data Source
      KAKENHI-PROJECT-21K03985
  • [Presentation] 自動車の環境認識における機械学習,AI技術 - カメラ・ミリ波レーダによる走行環境認識 -2021

    • Author(s)
      秋田 時彦
    • Organizer
      日本機械学会 連携講習会「ディープラーニングと機械~基礎と応用~」
    • Invited
    • Data Source
      KAKENHI-PROJECT-19K21072
  • [Presentation] IEEE IV21参加報告(環境認識技術に関する調査)2021

    • Author(s)
      秋田 時彦
    • Organizer
      IEEE ITSS名古屋チャプタ2021年度第2回講演会
    • Data Source
      KAKENHI-PROJECT-19K21072
  • [Presentation] Error Mitigation for Untrained Data in Parking Vehicle Shape Estimation by Deep Learning Using Millimeter-Wave Radar2021

    • Author(s)
      Tokihiko Akita, Haruya Kyutoku, Ukyo Tanikawa, Yusuke Akamine
    • Organizer
      The 6th International Symposium on Future Active Safety Technology toward Zero Accidents (FAST-zero ’21)
    • Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-19K21072
  • [Presentation] Error mitigation for untrained data utilizing generative model in vehicle shape estimation with millimeter-wave radar by deep neural network2021

    • Author(s)
      Tokihiko Akita, Haruya Kyutoku, Ukyo Tanikawa, Yusuke Akamine
    • Organizer
      The 32nd IEEE Intelligent Vehicles Symposium (IV21)
    • Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-19K21072
  • [Presentation] 深層学習を用いたミリ波レーダによる駐車車両形状推定の安定化 - 未学習データに対する推定誤差の抑制 -2021

    • Author(s)
      秋田 時彦,久徳 遙矢,谷川 右京,赤峰 悠介
    • Organizer
      自動車技術会春季学術講演会
    • Data Source
      KAKENHI-PROJECT-19K21072
  • [Presentation] 自動車の環境認識における機械学習,AI技術 - カメラ・ミリ波レーダによる走行環境認識 -2021

    • Author(s)
      秋田 時彦
    • Organizer
      日本機械学会
    • Invited
    • Data Source
      KAKENHI-PROJECT-19K21072
  • [Presentation] IEEE ITSC参加報告(環境認識関連)2020

    • Author(s)
      秋田 時彦
    • Organizer
      IEEE ITSS名古屋チャプタ2020年度第2回講演会
    • Data Source
      KAKENHI-PROJECT-19K21072
  • [Presentation] 全天候型自動運転のためのミリ波レーダによる深層学習を用いた走行環境認識2020

    • Author(s)
      秋田時彦
    • Organizer
      日本機械学会年次大会
    • Invited
    • Data Source
      KAKENHI-PROJECT-19K21072
  • [Presentation] ミリ波レーダを用いた自車位置推定に関する初期検討2020

    • Author(s)
      安藤 璃功,久徳 遙矢,道満 恵介,目加田 慶人,秋田 時彦
    • Organizer
      2020年電子情報通信学会総合大会
    • Data Source
      KAKENHI-PROJECT-19K21072
  • [Presentation] Ego-Localization Robust for Illumination Condition Changes Based on Far-Infrared Camera and Millimeter-Wave Radar Fusion2020

    • Author(s)
      Haruya Kyutoku, Tokihiko Akita, Seiichi Mita
    • Organizer
      The 23rd IEEE International Conference on Intelligent Transportation Systems
    • Data Source
      KAKENHI-PROJECT-19K21072
  • [Presentation] Object recognition and tracking utilizing millimeter-wave radar by deep neural networks2020

    • Author(s)
      Tokihiko Akita
    • Organizer
      The GPU Technology Conference (GTC) Silicon Valley
    • Invited / Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-19K21072
  • [Presentation] Accurate Parking Scene Reconstruction using High-Resolution Millimeter-Wave Radar2020

    • Author(s)
      Tokihiko Akita, Seiichi Mita
    • Organizer
      The 23rd IEEE International Conference on Intelligent Transportation Systems
    • Data Source
      KAKENHI-PROJECT-19K21072
  • [Presentation] ミリ波レーダによる深層学習を用いた駐車場環境の復元2020

    • Author(s)
      秋田 時彦, 三田 誠一
    • Organizer
      自動車技術会秋季学術講演会
    • Data Source
      KAKENHI-PROJECT-19K21072
  • [Presentation] 深層学習を用いたミリ波レーダによる物体検出 - 物体種別識別の可能性に関する調査 -2019

    • Author(s)
      秋田時彦, 三田誠一
    • Organizer
      自動車技術会春季学術講演会
    • Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-19K21072
  • [Presentation] FAST-zero, IEEE ITSC参加報告(環境認識関連)2019

    • Author(s)
      秋田時彦
    • Organizer
      IEEE ITSS名古屋チャプタ2019年第2回講演会
    • Data Source
      KAKENHI-PROJECT-19K21072
  • [Presentation] Classification of Objects in Driving Scenes by Millimeter-wave Radar applying Machine Learning2019

    • Author(s)
      Tokihiko Akita, Seiichi Mita
    • Organizer
      The 5th International Symposium on Future Active Safety Technology toward Zero Accidents (FAST-zero ’19)
    • Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-19K21072
  • [Presentation] Object Tracking and Classification Using Millimeter-Wave Radar Based on LSTM2019

    • Author(s)
      Tokihiko Akita, Seiichi Mita
    • Organizer
      The 22nd IEEE International Conference on Intelligent Transportation Systems
    • Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-19K21072

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