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Indirect detection of small changes of surrounding persons based on unconscious awareness detection

Research Project

Project/Area Number 18K11383
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Review Section Basic Section 61010:Perceptual information processing-related
Research InstitutionUniversity of Hyogo (2020-2022)
Ritsumeikan University (2018-2019)

Principal Investigator

Yamazoe Hirotake  兵庫県立大学, 工学研究科, 准教授 (70418523)

Co-Investigator(Kenkyū-buntansha) 桑原 教彰  京都工芸繊維大学, 情報工学・人間科学系, 教授 (60395168)
米澤 朋子  関西大学, 総合情報学部, 教授 (90395161)
Project Period (FY) 2018-04-01 – 2023-03-31
Project Status Completed (Fiscal Year 2022)
Budget Amount *help
¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2020: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2019: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2018: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Keywords内部状態推定 / 視線 / 顔表情 / 生体計測 / 触覚 / 集中・非集中 / 微小変化 / 装着センサ / 気づき / 行動計測 / 無意識的な気づき / 視覚提示 / 感情変化 / 微小変化検出 / 行動記録
Outline of Final Research Achievements

In this study, we focused on two situations: a situation in which the listener participant is concentrating on the presentation (concentration condition) and a situation in which the listener participant pretends to be concentrating but is not actually concentrating on the presentation (non-concentration condition), and aimed to construct an estimation model of concentration/non-concentration. The data obtained in the experiments showed that there were differences in the movements of the upper body, face, and gaze in the conditions of concentration and non-concentration. Currently, we are conducting experiments toward constructing an estimation model.
We have also studied internal state estimation through interaction from robots to humans, gaze estimation as a basic technique for internal state estimation, and internal state estimation (visual cognition estimation and awareness) using gaze and biosignals.

Academic Significance and Societal Importance of the Research Achievements

本研究では,集中している振りをしながら,実際には対話には集中していないといった,微小な変化の推定を目指し研究を進めてきた.これまでに,集中時・非集中時の間で,いくつかの行動の違いが生じていることを確認できており,今後,推定モデルが構築できれば,教育支援や高齢者の見守りなど,様々な応用につながる.

Report

(6 results)
  • 2022 Annual Research Report   Final Research Report ( PDF )
  • 2021 Research-status Report
  • 2020 Research-status Report
  • 2019 Research-status Report
  • 2018 Research-status Report
  • Research Products

    (65 results)

All 2023 2022 2021 2020 2019 2018

All Journal Article (9 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 9 results,  Open Access: 4 results) Presentation (55 results) (of which Int'l Joint Research: 23 results) Book (1 results)

  • [Journal Article] Performance Enhancement of Deep Learning with Hidden Parameter Inductions by Grafting a Pre-Defined Computation Module2023

    • Author(s)
      施 真琴、内海 章、山添 大丈、李 周浩
    • Journal Title

      電子情報通信学会論文誌D 情報・システム

      Volume: J106-D Issue: 4 Pages: 268-276

    • DOI

      10.14923/transinfj.2022PDP0026

    • ISSN
      1880-4535, 1881-0225
    • Year and Date
      2023-04-01
    • Related Report
      2022 Annual Research Report
    • Peer Reviewed
  • [Journal Article] The Effect of the Robot’s Physiological Approach on the Impression of the Arousal of the Content and the Familiarity of the Robot2022

    • Author(s)
      YOSHIDA Naoto、YONEZAWA Tomoko
    • Journal Title

      Journal of Japan Society for Fuzzy Theory and Intelligent Informatics

      Volume: 34 Issue: 3 Pages: 579-591

    • DOI

      10.3156/jsoft.34.3_579

    • ISSN
      1347-7986, 1881-7203
    • Year and Date
      2022-08-15
    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Personalized face-pose estimation network using incrementally updated face shape parameters2022

    • Author(s)
      Makoto Sei, Akira Utsumi, Hirotake Yamazoe, Joo-Ho Lee
    • Journal Title

      Applied Intelligence

      Volume: - Issue: 10 Pages: 11506-11516

    • DOI

      10.1007/s10489-021-02888-0

    • Related Report
      2021 Research-status Report
    • Peer Reviewed
  • [Journal Article] Heart sound recognition technology based on convolutional neural network2021

    • Author(s)
      Huai Ximing、Kitada Satoshi、Choi Dongeun、Siriaraya Panote、Kuwahara Noriaki、Ashihara Takashi
    • Journal Title

      Informatics for Health and Social Care

      Volume: 0 Issue: 3 Pages: 320-332

    • DOI

      10.1080/17538157.2021.1893736

    • Related Report
      2020 Research-status Report
    • Peer Reviewed
  • [Journal Article] Emotion Detection Using EEG and ECG Signals from Wearable Textile Devices for Elderly People2020

    • Author(s)
      ZENG Fangmeng、LIN Yitao、SIRIARAYA Panote、CHOI Dongeun、KUWAHARA Noriaki
    • Journal Title

      Journal of Textile Engineering

      Volume: 66 Issue: 6 Pages: 109-117

    • DOI

      10.4188/jte.66.109

    • NAID

      130007994051

    • ISSN
      1346-8235, 1880-1986
    • Year and Date
      2020-12-15
    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Effectiveness of acoustic AR-TA agent using localised footsteps corresponding to audience members' participating attitudes2020

    • Author(s)
      Kitagishi Yuki、Yonezawa Tomoko
    • Journal Title

      International Journal of Simulation and Process Modelling

      Volume: 15 Issue: 6 Pages: 492-511

    • DOI

      10.1504/ijspm.2020.112472

    • Related Report
      2020 Research-status Report
    • Peer Reviewed
  • [Journal Article] ロボットの皮膚上不随意表現による本能的反応表出の可能性2020

    • Author(s)
      孟 曉順、吉田 直人、万 キン、米澤 朋子
    • Journal Title

      ヒューマンインタフェース学会論文誌

      Volume: 22

    • NAID

      130007890700

    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Textile EEG Cap using Dry-Comb Electrodes for Emotion Detection of Elderly People2020

    • Author(s)
      ZENG Fangmeng、Siriaraya Panote、Choi Dongeun、Kuwahara Noriaki
    • Journal Title

      International Journal of Advanced Computer Science and Applications

      Volume: 11 Issue: 4

    • DOI

      10.14569/ijacsa.2020.0110409

    • Related Report
      2020 Research-status Report 2019 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Effectiveness of acoustic AR-TA agent using localized footsteps corresponding to audience members' attitudes2020

    • Author(s)
      Yuki Kitagishi, Tomoko Yonezawa
    • Journal Title

      International Journal of Simulation and Process Modelling

      Volume: -

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Presentation] 隠れパラメータの誘導と深層学習の性能向上のための事前定義計算モジュールの検討2022

    • Author(s)
      施 真琴、内海 章、山添 大丈、李 周浩
    • Organizer
      画像の認識・理解シンポジウム(MIRU2022)
    • Related Report
      2022 Annual Research Report
  • [Presentation] Preliminary analysis of effective assistance timing for iterative visual search tasks using gaze-based visual cognition estimation2022

    • Author(s)
      Syunsuke Yoshida, Makoto Sei, Akira Utsumi, Hirotake Yamazoe,
    • Organizer
      IEEE Conference on Virtual Reality 2022 Poster
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research
  • [Presentation] 睡眠誘導のための布団型接触エージェントの触り方の効果に関する検証2022

    • Author(s)
      張雅沢,万キン,米澤朋子.
    • Organizer
      HAIシンポジウム2022
    • Related Report
      2021 Research-status Report
  • [Presentation] 運動と思考問題を組み合わせたマルチタスクトレーニングシステムの試作と評価2022

    • Author(s)
      松山航大,張雅沢, 米澤朋子
    • Organizer
      HI学会研究会, Vol. 24, No. 1, pp.59-68
    • Related Report
      2021 Research-status Report
  • [Presentation] Preliminary analysis of visual cognition estimation in VR toward effective assistance timing for iterative visual search tasks2021

    • Author(s)
      Syunsuke Yoshida, Makoto Sei, Akira Utsumi, Hirotake Yamazoe,
    • Organizer
      The 27th ACM Symposium on Virtual Reality Software and Technology (VRST2021), Poster
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research
  • [Presentation] Impression evaluation of interaction among robots based on collision avoidance behaviors2021

    • Author(s)
      Fumio Hamanaka, Syunsuke Yoshida, Hirotake Yamazoe,
    • Organizer
      The Ninth International Conference on Human-Agent Interaction (HAI2021), Poster
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research
  • [Presentation] Toward Internal-state-based Parameterized model of Robot’s Touching Manners based on Subjective Evaluation2021

    • Author(s)
      Tomoko Yonezawa, Hirotake Yamazoe,
    • Organizer
      The Ninth International Conference on Human-Agent Interaction (HAI2021), Poster
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research
  • [Presentation] Designing interaction among robots that changes impressions on robots2021

    • Author(s)
      Fumio Hamanaka, Syunsuke Yoshida, Hirotake Yamazoe
    • Organizer
      International Conference on Intelligent Robots and Systems (IROS2021) Late Breaking Results (poster)
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research
  • [Presentation] 視認難易度に基づく視認推定とVR環境における視覚探索タスク支援への応用2021

    • Author(s)
      吉田竣亮, 施真琴, 内海章, 山添大丈,
    • Organizer
      画像の認識・理解シンポジウム(MIRU2021)
    • Related Report
      2021 Research-status Report
  • [Presentation] 視線情報に基づく視認推定とその視覚探索タスク支援への応用2021

    • Author(s)
      吉田竣亮, 施真琴, 内海章, 山添大丈,
    • Organizer
      第18回コンピューテーショナル・インテリジェンス研究会
    • Related Report
      2021 Research-status Report
  • [Presentation] Optimal community-generation methods for acquiring extensive knowledge on Twitter2021

    • Author(s)
      Yuichi Okada, Naoya Itoh, Tomoko Yonezawa
    • Organizer
      HCII2021
    • Related Report
      2021 Research-status Report
  • [Presentation] Elderly sleep support agent using physical contact presence by visual and tactile presentation2021

    • Author(s)
      Yaze Zhang, Xin Wan, Tomoko Yonezawa
    • Organizer
      HCII2021
    • Related Report
      2021 Research-status Report
  • [Presentation] Attention-Guidance Method Based on Conforming Behavior of Multiple Virtual Agents for Pedestrians2021

    • Author(s)
      Naoto Yoshida, Tomoko Yonezawa
    • Organizer
      IVA2021
    • Related Report
      2021 Research-status Report
  • [Presentation] 対面英会話を模す没入型RPGゲームにおける韻律情報を用いた会話積極性評価の導入2021

    • Author(s)
      松村直季,米澤朋子
    • Organizer
      電子情報通信学会MVE研究会 MVE2021-33
    • Related Report
      2021 Research-status Report
  • [Presentation] 親近性の異なる3種類の仮想エージェントを用いた不登校児童生徒リハビリ用シミュレーション2021

    • Author(s)
      岡田純輝, 米澤朋子
    • Organizer
      HI学会研究会,Vol. 24, No. 1, pp. 69-78
    • Related Report
      2021 Research-status Report
  • [Presentation] リラクゼーションや緊張感をもたらすぬいぐるみ型アンビエント心拍提示デバイス2021

    • Author(s)
      神牧尚希,米澤朋子.
    • Organizer
      電子情報通信学会MVE研究会 MVE2021-90
    • Related Report
      2021 Research-status Report
  • [Presentation] モーフィングを活用したweb会議の「顔出し」促進システム2021

    • Author(s)
      吉次俊輔,美馬亮太,小林奎太,大林太郎,米澤朋子
    • Organizer
      電子情報通信学会MVE研究会 MVE2021-89
    • Related Report
      2021 Research-status Report
  • [Presentation] ゲーム没入環境におけるキャラクタとの対面英会話学習システムの提案2021

    • Author(s)
      松村直季, 米澤朋子
    • Organizer
      信学技報MVE研究会 MVE2021-9
    • Related Report
      2021 Research-status Report
  • [Presentation] 擬人化メディアとHuman-Agent Interaction:「情熱」のあるやり取りを目指して2021

    • Author(s)
      米澤朋子
    • Organizer
      人工知能 (私のブックマーク), vol. 36, no. 3, pp. 377--396,
    • Related Report
      2021 Research-status Report
  • [Presentation] エージェントによる行動変容と文脈リアリティ~擬人化システムと仮想的な心,その応用2021

    • Author(s)
      米澤朋子
    • Organizer
      人工知能 (仮想世界を介したインタラクション小特集), vol. 36, no. 4
    • Related Report
      2021 Research-status Report
  • [Presentation] 視認推定に基づく視覚探索タスク支援とVR環境における有効性評価2021

    • Author(s)
      吉田竣亮,施真琴,内海章,山添大丈
    • Organizer
      インタラクション2021
    • Related Report
      2020 Research-status Report
  • [Presentation] 移動パターンによる複数ロボット間の関係性表現と印象変化2021

    • Author(s)
      濵中文緒,吉田竣亮,山添大丈
    • Organizer
      情報処理学会研究報告ヒューマンコンピュータインタラクション(HCI)
    • Related Report
      2020 Research-status Report
  • [Presentation] リズムを感じる心を持つエージェントの提案2021

    • Author(s)
      石田真子, 竹村響, 米澤朋子
    • Organizer
      HAIシンポジウム2021
    • Related Report
      2020 Research-status Report
  • [Presentation] 和音共感エージェントの表情による音楽聴取感覚への影響2021

    • Author(s)
      竹村響, 石田真子, 米澤朋子
    • Organizer
      情報処理学会研究報告音楽情報科学(MUS)
    • Related Report
      2020 Research-status Report
  • [Presentation] Pointing Direction Estimation for Attention Target Extraction Using Body-Mounted Camera2020

    • Author(s)
      Yusei Oozono, Hirotake Yamazoe, Joo-Ho Lee
    • Organizer
      The 17th International Conference on Ubiquitous Robots (UR2020)
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research
  • [Presentation] Analysis of Effects on Postural Stability by Wearable Tactile Expression Mechanism2020

    • Author(s)
      Hirotake Yamazoe, Tomoko Yonezawa
    • Organizer
      HCI International 2020
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research
  • [Presentation] Partner Agent Showing Continuous and Preceding Daily Activities for Users Behavior Modification2020

    • Author(s)
      Tomoko Yonezawa, Naoto Yoshida, Keiichiro Nagao, Xin Wan
    • Organizer
      HCI International 2020
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research
  • [Presentation] Basic Study of Wall-Projected Humanitude Agent for Pre-care Multimodal Interaction2020

    • Author(s)
      Xin Wan, Tomoko Yonezawa
    • Organizer
      HCI International 2020
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research
  • [Presentation] Stimulation of Motivation for Learning by Multiple Agents in Group Training2020

    • Author(s)
      Cong Wang, Naoto Yoshida, Xin Wan, Tomoko Yonezawa
    • Organizer
      HAI 2020
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research
  • [Presentation] AR Avatar Separated from Lecturer for Individual Communication in One-to-many Communication2020

    • Author(s)
      Yuki Kitagishi, Tomoko Yonezawa
    • Organizer
      ICAT-EGVE 2020
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research
  • [Presentation] グループ実習の複数周辺エージェントの競争演出による学習意欲への影響2020

    • Author(s)
      王聰, 吉田直人, 米澤朋子
    • Organizer
      電子情報通信学会ET研究会
    • Related Report
      2020 Research-status Report
  • [Presentation] Twitter研究におけるユーザリスト生成スキームの提案 ~ 大規模な検証用データの作成法 ~2020

    • Author(s)
      岡田佑一, 米澤朋子
    • Organizer
      電子情報通信学会HCS研究会
    • Related Report
      2020 Research-status Report
  • [Presentation] ユマニチュードエージェントシステムにおける視覚・音声提示と連携する触覚提示の提案2020

    • Author(s)
      万キン, 米澤朋子
    • Organizer
      電子情報通信学会HCS研究会
    • Related Report
      2020 Research-status Report
  • [Presentation] Twitter における解釈ニュアンスを含めた返信提示システムの提案.2020

    • Author(s)
      小山田健誠, 岡田佑一, 米澤朋子
    • Organizer
      情報処理学会関西支部大会2020
    • Related Report
      2020 Research-status Report
  • [Presentation] 視覚・触覚提示による接触存在感をもちいた高齢者睡眠支援エージェントの効果2020

    • Author(s)
      張雅沢, 万キン, 米澤朋子
    • Organizer
      情報処理学会関西支部大会2020
    • Related Report
      2020 Research-status Report
  • [Presentation] A Study of Quantifying Skills of Caregivers Touch to People with Dementia2020

    • Author(s)
      Haruki Kurase,rNoriaki Kuwahara,Miyuki Iwamoto
    • Organizer
      HCI International 2020
    • Related Report
      2020 Research-status Report
  • [Presentation] 上体と視線の動きを用いた対話時の集中・非集中の違いの分析2020

    • Author(s)
      廣畑 美樹, 山添 大丈, 李 周浩
    • Organizer
      ヒューマンインタフェース学会研究会 SIG-ACI-25
    • Related Report
      2019 Research-status Report
  • [Presentation] ユマニチュードエージェントシステムにおける視覚・音声提示と連携する触覚提示の提案2020

    • Author(s)
      万キン, 米澤朋子
    • Organizer
      HAIシンポジウム2020
    • Related Report
      2019 Research-status Report
  • [Presentation] 接触的存在感を用いた高齢者睡眠支援システムの検討2020

    • Author(s)
      張雅沢, 万キン, 米澤朋子
    • Organizer
      HAIシンポジウム2020
    • Related Report
      2019 Research-status Report
  • [Presentation] グループ実習の複数周辺エージェントによる学習意欲の刺激に関する検討2020

    • Author(s)
      王聡, 吉田直人, 米澤朋子
    • Organizer
      HAIシンポジウム2020
    • Related Report
      2019 Research-status Report
  • [Presentation] Twitter上での知識獲得をねらってつながる最適コミュニティの検討2020

    • Author(s)
      伊藤直也, 岡田佑一, 米澤朋子
    • Organizer
      情報処理学会ICS研究会
    • Related Report
      2019 Research-status Report
  • [Presentation] Pointing Direction Estimation for Attention Target Extraction Using Body-mounted Camera2020

    • Author(s)
      Yusei Oozono, Hirotake Yamazoe and Joo-Ho Lee
    • Organizer
      The 17th International Conference on Ubiquitous Robots (UR 2020)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Analysis of Effects on Postural Stability by Wearable Tactile Expression Mechanism2020

    • Author(s)
      Hirotake Yamazoe, Tomoko Yonezawa
    • Organizer
      International Conference on Human-Computer Interaction (HCII2020)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] 人間とロボットの相互接触における感情理解と接触行動発現モデルの実装2019

    • Author(s)
      米澤朋子, 山添大丈
    • Organizer
      ヒューマンインタフェースシンポジウム2019
    • Related Report
      2019 Research-status Report
  • [Presentation] Human motion generation based on GAN toward unsupervised 3D human pose estimation2019

    • Author(s)
      Sasuke Yamane, Hirotake Yamazoe, Joo-Ho Lee
    • Organizer
      Advances and Applications on Generative Deep Learning Models (AAGM) In conjunction to 5th Asian Conference on Pattern Recognition (ACPR)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Preliminary Experiment on Shareable and Portable Voice Sticky using Sound Orientation2019

    • Author(s)
      Tomoko Yonezawa, Hirotake Yamazoe
    • Organizer
      The Second IEEE VR Workshop on Neuroscience and Virtuality
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Emotional Gripping Expression of a Robotic Hand as Physical Contact2019

    • Author(s)
      Xiaoshun Meng, Naoto Yoshida, Xin Wan, Tomoko Yonezawa
    • Organizer
      International Conference on Human-Agent Interaction (HAI2019)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Agent's Desire State Expression by Combining Tactile Heartbeat and Visible Behaviors2019

    • Author(s)
      Naoto Yoshida, Kaede Ueno, Tomoko Yonezawa
    • Organizer
      International Conference on Human-Agent Interaction (HAI2019) Poster
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] The Decision-Making System for Alzheimer’s Patients by Understanding Ability Test from Physiological Signals2019

    • Author(s)
      Peijia Liao, Fangmeng Zeng, Iwamoto Miyuki, Noriaki Kuwahara
    • Organizer
      21st International Conference on Human-Computer Interaction (HCII2019)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] A pilot study of gaze-gait relations analysis in a VR environment using HMD and LRF2019

    • Author(s)
      Hirotake Yamazoe
    • Organizer
      The Second IEEE VR Workshop on Neuroscience and Virtuality
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Smart Garment Design for Emotion Prediction of People with Dementia using Deep Learning2019

    • Author(s)
      Fangmeng Zeng
    • Organizer
      21ST INTERNATIONAL CONFERENCE ON HUMAN-COMPUTER INTERACTION
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] The Decision-Making System for Alzheimer's Patients by Understanding Ability Test from Physiological Signals2019

    • Author(s)
      Peijia Liao, Fangmeng Zeng, Iwamoto Miyuki, Noriaki Kuwahara
    • Organizer
      21ST INTERNATIONAL CONFERENCE ON HUMAN-COMPUTER INTERACTION
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] 触れ合いにおける内部状態表出と感情解釈におけるモデル化の一検討2019

    • Author(s)
      米澤朋子,山添大丈
    • Organizer
      HAIシンポジウム2018
    • Related Report
      2018 Research-status Report
  • [Presentation] Preliminary analysis of gaze-gait relations in a VR environment using HMD and LRF2018

    • Author(s)
      Hirotake Yamazoe
    • Organizer
      International Workshop on Attention/Intention Understanding
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Preliminary Examination of Walking Stability Improvement by Wearable Tactile Expression Mechanism2018

    • Author(s)
      Hirotake Yamazoe, Tomoko Yonezawa
    • Organizer
      6th International Conference on Human-Agent Interaction
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Book] 生体情報センシングと人の状態推定への応用(第4章 第3節 機械学習を用いた画像からの視線推定手法)2020

    • Author(s)
      山添大丈,施真琴,内海章,李周浩
    • Total Pages
      564
    • Publisher
      技術情報協会
    • ISBN
      9784861048005
    • Related Report
      2020 Research-status Report

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Published: 2018-04-23   Modified: 2024-01-30  

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