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Analyzing Event Co-occurrence Structures of Eye Movements and Visual Environment Dynamics to Extract Habits and Art of Gazing

Research Project

Project/Area Number 26730119
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Intelligent informatics
Research InstitutionNagoya University

Principal Investigator

Hirayama Takatsugu  名古屋大学, 情報学研究科, 特任准教授 (10423021)

Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Fiscal Year 2016: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2015: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2014: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywords注視行動 / 視覚的注意 / 認知状態 / 技能 / 熟達 / データマイニング
Outline of Final Research Achievements

If computers can recognize habits and art of gazing that expose high-level visual cognition, we will anticipate that they give the users awareness of latent high-level visual function and show people into a new visual world through Gaze Based Human Computer Interaction based on the findings. We first need to unravel the complicated relationships between human cognition and gaze behaviors. The key is to focus on visual environment dynamics. In this work, we proposed and evaluated a data mining method that extracts skilled gaze behaviors by a comprehensive comparison of experts and novices in terms of event co-occurrence structures of eye movements and visual environment dynamics. We also proposed a classification method of human internal state, which analyzes relationships between them and applied the proposed method to classify different skill level groups.

Report

(4 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • Research Products

    (21 results)

All 2017 2016 2015 2014 Other

All Journal Article (3 results) (of which Peer Reviewed: 3 results,  Acknowledgement Compliant: 3 results) Presentation (15 results) (of which Int'l Joint Research: 3 results,  Invited: 4 results) Book (1 results) Remarks (2 results)

  • [Journal Article] 視線遷移と瞬きの時系列パターンに基づく調理動作識別手法2017

    • Author(s)
      井上裕哉,平山高嗣,道満恵介,川西康友,井手一郎,出口大輔,村瀬 洋
    • Journal Title

      電子情報通信学会論文誌A

      Volume: J100-A Pages: 12-23

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Classification of Driver's Neutral and Cognitive Distraction States Based on Peripheral Vehicle Behavior in Driver's Gaze Transition2016

    • Author(s)
      Takatsugu Hirayama, Kenji Mase, Chiyomi Miyajima, Kazuya Takeda
    • Journal Title

      IEEE Transactions on Intelligent Vehicles

      Volume: 1 Issue: 2 Pages: 148-157

    • DOI

      10.1109/tiv.2016.2599786

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Top-down Visual Attention Estimation Using Spatially Localized Activation Based on Linear Separability of Visual Features2015

    • Author(s)
      Takatsugu Hirayama, Toshiya Ohira, Kenji Mase
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E98-D Pages: 2308-2316

    • NAID

      130005112328

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Presentation] 視覚的注意に着目した一人称視点映像の釘付け視聴方式の提案2016

    • Author(s)
      梅澤侑生,平山高嗣,榎堀 優,間瀬健二
    • Organizer
      電子情報通信学会HCGシンポジウム
    • Place of Presentation
      高知市文化プラザかるぽーと
    • Year and Date
      2016-12-08
    • Related Report
      2016 Annual Research Report
  • [Presentation] Skilled Gaze Behavior Extraction based on Dependency Analysis of Gaze Patterns on Video Scenes2016

    • Author(s)
      Atsushi Iwatsuki, Takatsugu Hirayama, Junya Morita, Kenji Mase
    • Organizer
      The 9th Biennial ACM Symposium on Eye Tracking Research & Applications
    • Place of Presentation
      The Francis Marion Hotel, Charleston, SC, USA
    • Year and Date
      2016-03-16
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Classification Method of Cooking Operations Based on Eye Movement Patterns2016

    • Author(s)
      Hiroya Inoue, Takatsugu Hirayama, Keisuke Doman, Yasutomo Kawanishi, Daisuke Deguchi, Ichiro Ide, Hiroshi Murase
    • Organizer
      The 9th Biennial ACM Symposium on Eye Tracking Research & Applications
    • Place of Presentation
      The Francis Marion Hotel, Charleston, SC, USA
    • Year and Date
      2016-03-15
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Image Transformation of Eye Areas for Synthesizing Eye-contacts in Video Conferencing2016

    • Author(s)
      Takuya Inoue, Tomokazu Takahashi, Takatsugu Hirayama, Yasutomo Kawanishi, Daisuke Deguchi, Ichiro Ide, Hiroshi Murase, Takayuki Kurozumi, Kunio Kashino
    • Organizer
      The 11th International Conference on Computer Vision Theory and Applications
    • Place of Presentation
      Rome, Italy
    • Year and Date
      2016-02-29
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] 調理者の視線運動パターンに基づく調理動作識別手法2015

    • Author(s)
      井上裕哉,平山高嗣,道満恵介,川西康友,井手一郎,出口大輔,村瀬洋
    • Organizer
      電子情報通信学会HCGシンポジウム2015
    • Place of Presentation
      富山国際会議場
    • Year and Date
      2015-12-16
    • Related Report
      2015 Research-status Report
  • [Presentation] Data-driven Extraction of Skilled Gaze Behavior2015

    • Author(s)
      Atsushi Iwatsuki, Takatsugu Hirayama, Junya Morita, Kenji Mase
    • Organizer
      第18回画像の認識・理解シンポジウム
    • Place of Presentation
      ホテル阪急エキスポパーク
    • Year and Date
      2015-07-29
    • Related Report
      2015 Research-status Report
  • [Presentation] 調理行動理解に向けた視線情報分析方法の検討2015

    • Author(s)
      井上裕哉,平山高嗣,道満恵介,川西康友,井手一郎,出口大輔,村瀬洋
    • Organizer
      第18回画像の認識・理解シンポジウム
    • Place of Presentation
      ホテル阪急エキスポパーク
    • Year and Date
      2015-07-29
    • Related Report
      2015 Research-status Report
  • [Presentation] 映像シーンに対する視線パターンの依存性の観察者間比較に基づく熟練者特有の注視行動の抽出 ~サッカー試合におけるコーチングを例として~2015

    • Author(s)
      岩月 厚, 平山 高嗣, 森田 純哉, 間瀬 健二
    • Organizer
      電子情報通信学会パターン認識・メディア理解研究会
    • Place of Presentation
      慶應義塾大学矢上キャンパス
    • Year and Date
      2015-03-19
    • Related Report
      2014 Research-status Report
  • [Presentation] 視線情報に基づく調理行動理解に向けて2015

    • Author(s)
      井上 裕哉, 平山 高嗣, 井手 一郎, 出口 大輔, 村瀬 洋
    • Organizer
      電子情報通信学会マルチメディア・仮想環境基礎研究会
    • Place of Presentation
      成蹊大学
    • Year and Date
      2015-03-03
    • Related Report
      2014 Research-status Report
  • [Presentation] 人の内部状態を顕在化する視覚的インタラクションのデザインとマイニング2015

    • Author(s)
      平山 高嗣
    • Organizer
      第10回犬山比較社会認知シンポジウム
    • Place of Presentation
      京都大学霊長類研究所
    • Year and Date
      2015-03-01
    • Related Report
      2014 Research-status Report
    • Invited
  • [Presentation] Analysis of Peripheral Vehicular Behavior in Driver's Gaze Transition: Differences between Driver's Neutral and Cognitive Distraction States2014

    • Author(s)
      Takatsugu Hirayama, Shota Sato, Kenji Mase, Chiyomi Miyajima, Kazuya Takeda
    • Organizer
      The 17th IEEE Intelligent Transportation Systems Conference
    • Place of Presentation
      Hyatt Regency Qingdao, Qingdao, China
    • Year and Date
      2014-10-09
    • Related Report
      2014 Research-status Report
  • [Presentation] サッカー指導における熟練者と未熟者の注視行動の違い2014

    • Author(s)
      岩月 厚,平山 高嗣,森田 純哉,間瀬 健二
    • Organizer
      日本認知科学会第31回大会
    • Place of Presentation
      名古屋大学東山キャンパス
    • Year and Date
      2014-09-19
    • Related Report
      2014 Research-status Report
  • [Presentation] 目は口ほどにものを言うか? -自動車運転者の内部状態と視行動-2014

    • Author(s)
      平山 高嗣
    • Organizer
      第19回日本バーチャルリアリティ学会大会
    • Place of Presentation
      名古屋大学東山キャンパス
    • Year and Date
      2014-09-17
    • Related Report
      2014 Research-status Report
    • Invited
  • [Presentation] 人間の内部状態を顕在化する視覚的インタラクション2014

    • Author(s)
      平山 高嗣
    • Organizer
      第13回Kフォーラム
    • Place of Presentation
      ホテルアソシア高山リゾート
    • Year and Date
      2014-08-07
    • Related Report
      2014 Research-status Report
    • Invited
  • [Presentation] Driver Gaze Behavior Analysis Focused on Relationships with Driving Contexts2014

    • Author(s)
      Takatsugu Hirayama
    • Organizer
      The 10th Asia-Pacific Conference on Vision
    • Place of Presentation
      Kagawa International Conference Center, Japan
    • Year and Date
      2014-07-19
    • Related Report
      2014 Research-status Report
    • Invited
  • [Book] 周辺車状況変化に対する運転者の視行動に基づく注意散漫状態と集中状態の識別(ドライバ状態の検出,推定技術と自動運転,運転支援システムへの応用,第4章,第8節)2016

    • Author(s)
      平山高嗣,間瀬健二,宮島千代美,武田一哉
    • Total Pages
      7
    • Publisher
      技術情報協会
    • Related Report
      2016 Annual Research Report
  • [Remarks] 平山 高嗣(Takatsugu HIRAYAMA)

    • URL

      http://www.murase.m.is.nagoya-u.ac.jp/~hirayamat/

    • Related Report
      2016 Annual Research Report
  • [Remarks] 平山 高嗣 (Takatsugu HIRAYAMA)

    • URL

      http://www.murase.m.is.nagoya-u.ac.jp/~hirayamat/

    • Related Report
      2015 Research-status Report 2014 Research-status Report

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Published: 2014-04-04   Modified: 2018-03-22  

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