Sugano Yusuke

Profile Information

Affiliation: Associate Professor, Institute of Industrial Science, The University of Tokyo

Degree: Ph. D. in Information Science and Technology(Mar, 2010, The University of Tokyo)

J-GLOBAL ID: 201601018000328537
researchmap Member ID: B000256245

External link: http://www.yusuke-sugano.info/

Research Interests

Research Areas

Research History

Apr, 2019 - Present

Associate Professor, Institute of Industrial Science, The University of Tokyo
Nov, 2016 - Mar, 2019

Excellent Young Researcher, Ministry of Education, Culture, Sports, Science and Technology (MEXT)
Nov, 2016 - Mar, 2019

Associate Professor, Graduate School of Information Science and Technology, The University of Osaka
Mar, 2015 - Oct, 2016

Postdoc Research Fellow, Alexander von Humboldt Foundation
Jun, 2014 - Oct, 2016

Postdoctoral Researcher, Max Planck Institute for Informatics
Jul, 2010 - May, 2014

Project Research Associate, Institute of Industrial Science, The University of Tokyo
Apr, 2010 - Jun, 2010

Research Intern, Microsoft Research
Oct, 2007 - Mar, 2008

Research Intern, Microsoft Research Asia

Education

Apr, 2007 - Mar, 2010

Department of Information and Communication Engineering, The Graduate School of Information Science and Technology, The University of Tokyo
Apr, 2005 - Mar, 2007

Department of Information and Communication Engineering, The Graduate School of Information Science and Technology, The University of Tokyo
Apr, 2001 - Mar, 2005

Department of Information and Communication Engineering, The Faculty of Engineering, The University of Tokyo

Committee Memberships

2023 - Present

Technical Advisor, Ministry of Education, Culture, Sports, Science and Technology
2018 - Present

Director, General Incorporated Association xDiversity
2019 - 2021

庶務幹事, 電子情報通信学会情報・システムソサイエティ
2019 - 2021

専門委員, 電子情報通信学会パターン認識・メディア理解研究会
2018 - 2019

幹事, 電子情報通信学会パターン認識・メディア理解研究会
2017 - 2018

幹事補佐, 電子情報通信学会パターン認識・メディア理解研究会

Major Awards

2025

The Commendation for Science and Technology by the Minister of Education, Culture, Sports, Science and Technology (Public Understanding Promotion Category)

Yoichi Ochiai, Ken Endo, Yusuke Sugano, Tatsuya Honda
2022

Best Paper Award, Learning-by-Novel-View-Synthesis for Full-Face Appearance-Based 3D Gaze Estimation, The 4th International Workshop on Gaze Estimation and Prediction in the Wild (GAZE 2022)

Jiawei Qin, Takuru Shimoyama, Yusuke Sugano
2017

Best Paper Honorable Mention Award, Everyday Eye Contact Detection Using Unsupervised Gaze Target Discovery, The 30th ACM Symposium on User Interface Software and Technology (UIST 2017)

Xucong Zhang, Yusuke Sugano, Andreas Bulling
2016

Best Paper Honorable Mention Award, Spatio-Temporal Modeling and Prediction of Visual Attention in Graphical User Interfaces, ACM SIGCHI Conference on Human Factors in Computing Systems (CHI 2016)

Pingmei Xu, Yusuke Sugano, Andreas Bulling
2015

Best Paper Honorable Mention Award, AggreGaze: Collective Estimation of Audience Attention on Public Displays, The 29th ACM Symposium on User Interface Software and Technology (UIST 2016)

Yusuke Sugano, Xucong Zhang, Andreas Bulling

Major Papers

Evaluating User Experience and Data Quality in Gamified Data Collection for Appearance-Based Gaze Estimation

Mingtao Yue, Tomomi Sayuda, Miles Pennington, Yusuke Sugano

International Journal of Human–Computer Interaction, 1-17, Sep 12, 2024 Peer-reviewedLast authorCorresponding author
Technical Understanding from Interactive Machine Learning Experience: a Study Through a Public Event for Science Museum Visitors

Wataru Kawabe, Yuri Nakao, Akihisa Shitara, Yusuke Sugano

Interacting with Computers, Mar 14, 2024 Peer-reviewedLast authorCorresponding author
Rotation-Constrained Cross-View Feature Fusion for Multi-View Appearance-based Gaze Estimation.

Yoichiro Hisadome, Tianyi Wu, Jiawei Qin, Yusuke Sugano

WACV, 5973-5982, 2024 Peer-reviewedLast authorCorresponding author
Learning-by-Novel-View-Synthesis for Full-Face Appearance-Based 3D Gaze Estimation.

Jiawei Qin, Takuru Shimoyama, Yusuke Sugano

IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, 4977-4987, 2022 Peer-reviewedLast authorCorresponding author
Learning Video-Independent Eye Contact Segmentation from In-the-Wild Videos.

Tianyi Wu, Yusuke Sugano

Computer Vision - ACCV 2022 - 16th Asian Conference on Computer Vision, 52-70, 2022 Peer-reviewedLast authorCorresponding author
Use of Machine Learning by Non-Expert DHH People: Technological Understanding and Sound Perception

Yuri Nakao, Yusuke Sugano

Proceedings of the 11th Nordic Conference on Human-Computer Interaction: Shaping Experiences, Shaping Society, Oct 25, 2020 Peer-reviewedLast author
Learning-based Region Selection for End-to-End Gaze Estimation.

Xucong Zhang, Yusuke Sugano, Andreas Bulling, Otmar Hilliges

31st British Machine Vision Conference 2020(BMVC), 2020 Peer-reviewed
Evaluation of Appearance-Based Methods and Implications for Gaze-Based Applications.

Xucong Zhang, Yusuke Sugano, Andreas Bulling

Proc. 37th ACM SIGCHI Conference on Human Factors in Computing Systems (CHI 2019), 416-416, 2019 Peer-reviewed
MPIIGaze: Real-World Dataset and Deep Appearance-Based Gaze Estimation.

Xucong Zhang, Yusuke Sugano, Mario Fritz, Andreas Bulling

IEEE Trans. Pattern Anal. Mach. Intell., 41(1) 162-175, 2019 Peer-reviewed
Training Person-Specific Gaze Estimators from User Interactions with Multiple Devices.

Xucong Zhang, Michael Xuelin Huang, Yusuke Sugano, Andreas Bulling

Proc. 36th ACM SIGCHI Conference on Human Factors in Computing Systems (CHI 2018), 624-624, 2018 Peer-reviewed
Everyday eye contact detection using unsupervised gaze target discovery

Xucong Zhang, Yusuke Sugano, Andreas Bulling

UIST 2017 - Proceedings of the 30th Annual ACM Symposium on User Interface Software and Technology, 193-203, Oct 20, 2017 Peer-reviewed
It's Written All over Your Face: Full-Face Appearance-Based Gaze Estimation

Xucong Zhang, Yusuke Sugano, Mario Fritz, Andreas Bulling

IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, -2017 2299-2308, Aug 22, 2017 Peer-reviewed
Spatio-Temporal Modeling and Prediction of Visual Attention in Graphical User Interfaces

Pingmei Xu, Yusuke Sugano, Andreas Bulling

34TH ANNUAL CHI CONFERENCE ON HUMAN FACTORS IN COMPUTING SYSTEMS, CHI 2016, 3299-3310, 2016 Peer-reviewed
AggreGaze: Collective Estimation of Audience Attention on Public Displays

Yusuke Sugano, Xucong Zhang, Andreas Bulling

UIST 2016: PROCEEDINGS OF THE 29TH ANNUAL SYMPOSIUM ON USER INTERFACE SOFTWARE AND TECHNOLOGY, 821-831, 2016 Peer-reviewedLead author
Appearance-Based Gaze Estimation with Online Calibration from Mouse Operations

Yusuke Sugano, Yasuyuki Matsushita, Yoichi Sato, Hideki Koike

IEEE Transactions on Human-Machine Systems, 45(6) 750-760, Dec 1, 2015 Peer-reviewedLead author
Self-Calibrating Head-Mounted Eye Trackers Using Egocentric Visual Saliency

Yusuke Sugano, Andreas Bulling

UIST'15: PROCEEDINGS OF THE 28TH ANNUAL ACM SYMPOSIUM ON USER INTERFACE SOFTWARE AND TECHNOLOGY, 363-372, 2015 Peer-reviewedLead author
Appearance-Based Gaze Estimation in the Wild

Xucong Zhang, Yusuke Sugano, Mario Fritz, Andreas Bulling

2015 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 4511-4520, 2015 Peer-reviewed
Learning-by-synthesis for appearance-based 3D gaze estimation

Yusuke Sugano, Yasuyuki Matsushita, Yoichi Sato

Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 1821-1828, Sep 24, 2014 Peer-reviewedLead author
Appearance-Based Gaze Estimation Using Visual Saliency

Yusuke Sugano, Yasuyuki Matsushita, Yoichi Sato

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 35(2) 329-341, Feb, 2013 Peer-reviewedLead author
Calibration-free gaze sensing using saliency maps

Yusuke Sugano, Yasuyuki Matsushita, Yoichi Sato

Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2667-2674, 2010 Peer-reviewedLead author
An Incremental Learning Method for Unconstrained Gaze Estimation

Yusuke Sugano, Yasuyuki Matsushita, Yoichi Sato, Hideki Koike

COMPUTER VISION - ECCV 2008, PT III, PROCEEDINGS, 5304 656-+, 2008 Peer-reviewed

Misc.

Domain-Agnostic Gaze Estimation via Masked Autoencoder Pre-training on Facial Data

Jiawei Qin, Xucong Zhang, Yusuke Sugano

Meeting on Image Recognition and Understanding (MIRU2025), Aug 1, 2025
A Preliminary Study on 3D Pose Estimation for Blade Prosthesis Users

Kechuan Dong, Yilin Wen, Yusuke Sugano

Meeting on Image Recognition and Understanding (MIRU2025), Jul 30, 2025
Continuous Self-Supervised Adaptation for Personalized Human Pose Estimation

Yilin Wen, Kechuan Dong, Yusuke Sugano

Meeting on Image Recognition and Understanding (MIRU2025), Jul 30, 2025
A Preliminary Study on Face Anonymization in Gaze Estimation

Chiyun Li, Yilin Wen, Yusuke Sugano

Meeting on Image Recognition and Understanding (MIRU2024), Aug 9, 2024
眼電位センサを用いた眠気検出に基づくディスプレイ輝度制御システム

工藤, 聡莉, 許, ケビン, 菅野, 裕介

第86回全国大会講演論文集, 2024(1) 71-72, Mar 1, 2024
一般ユーザ向けの機械学習開発体験イベントにおける小型デバイスの効果検証

川辺航, 福田大翔, 設楽明寿, 中尾悠里, 菅野裕介

日本ソフトウェア科学会研究会資料シリーズ(Web), (102), 2024
物理的UIを用いた一般ユーザーのLLM活用促進手法の提案

福田大翔, 川辺航, 菅野裕介

日本ソフトウェア科学会研究会資料シリーズ(Web), (102), 2024
Adapting Vision Language Models to Image Regression Tasks

Kevin Xu, Yusuke Sugano

Meeting on Image Recognition and Understanding (MIRU2023), Jul 28, 2023
一人称視点映像を対象としたfew-shotアクティビティ認識

佐藤禎哉, 高木基宏, 古田諒佑, 菅野裕介, 佐藤洋一

画像の認識・理解シンポジウム MIRU2023, Jul 27, 2023
Eye Contact Segmentation by Learning from Online Conversation Videos

Tianyi Wu, Yusuke Sugano

Meeting on Image Recognition and Understanding (MIRU2022), Jul 28, 2022
Face Image Synthesis for Appearance-Based 3D Gaze Estimation

Jiawei Qin, Takuru Shimoyama, Yusuke Sugano

Meeting on Image Recognition and Understanding (MIRU2022), Jul 28, 2022
Interactive Image-to-Text Translation for Non-Expert Users

Wataru Kawabe, Yusuke Sugano

Meeting on Image Recognition and Understanding (MIRU2022), Jul 28, 2022
Postconditioning Miner Module for Controllable Image Generation

Atsushi Takada, Yusuke Sugano

Meeting on Image Recognition and Understanding (MIRU2022), Jul 27, 2022
View-consistent Feature Alignment for Multi-view Appearance-based Gaze Estimation

Yoichiro Hisadome, Yusuke Sugano

Meeting on Image Recognition and Understanding (MIRU2022), Jul 27, 2022
ラベル分布の異なるドメインに対するアピアランスベース視線推定モデルの教師無し適応

下山拓流, 菅野裕介

電子情報通信学会パターン認識・メディア理解研究会（PRMU）, Mar 10, 2022
個人学習を伴わない視線変更モデル適応のための目領域画像合成

塚本, 想也, 西保, 匠, 菅野, 裕介

第84回全国大会講演論文集, 2022(1) 319-320, Feb 17, 2022
空間的なラベル付けによるインタラクティブな画像キャプション生成

川辺航, 菅野裕介

日本ソフトウェア科学会研究会資料シリーズ(Web), (98), 2022
Group-based Forecasting Moduleによる歩行者の社会的相互作用を考慮したマルチモーダルな軌跡予測

箕浦大晃, 平川翼, 菅野裕介, 山下隆義, 藤吉弘亘

画像の認識・理解シンポジウム MIRU2021, Jul 30, 2021
Cross-view Non-local Neural Networks for Joint Representation Learning between First and Third Person Videos

Zhehao Zhu, Yusuke Sugano, Yoichi Sato

Meeting on Image Recognition and Understanding (MIRU2021), Jul 30, 2021
自己教師あり学習による映像とステレオ音の意味的および空間的対応関係の獲得

佐藤禎哉, 菅野裕介, 佐藤洋一

画像の認識・理解シンポジウム MIRU2021, Jul 28, 2021

Books and Other Publications

xDiversityという可能性の挑戦

落合陽一, 菅野裕介, 本多達也, 遠藤謙, 島影圭佑, 設楽明寿

講談社, Jan, 2023 (ISBN: 9784065305898)

Major Presentations

Toward Appearance-based Gaze Estimation Open to Diverse People and Environments

Yusuke Sugano

The 2023 ACM Symposium of Eye Tracking Research & Applications (ETRA 2023), May, 2023 Invited
Appearance-based Gaze Estimation: What We Have Done and What We Should Do

Yusuke Sugano

The 1st Workshop on Gaze Estimation and Prediction in the Wild (GAZE 2019) (collocated with ICCV 2019), Oct, 2019 Invited

Professional Memberships

Research Projects

Inclusive 3D Human Pose Estimation Considering Prosthetic Diversity

Grants-in-Aid for Scientific Research, Grant-in-Aid for Scientific Research (B), Japan Society for the Promotion of Science, Apr, 2025 - Mar, 2028
顔形状復元によるデータ生成と自己教師型補助タスクに基づく視線推定器のドメイン適応

科学研究費助成事業, 基盤研究(C), 日本学術振興会, Apr, 2021 - Mar, 2024

菅野裕介
自己視点・他者視点・固定視点映像の統合解析による人物行動センシング

科学研究費助成事業, 基盤研究(B), 日本学術振興会, Apr, 2020 - Mar, 2024

佐藤洋一, 菅野裕介
計算機によって多様性を実現する社会に向けた超AI基盤に基づく空間視聴触覚技術の社会実装

戦略的創造研究推進事業 CREST, 科学技術振興機構, Apr, 2019 - Mar, 2023

落合陽一, 菅野裕介, 遠藤謙, 本多達也
計算機によって多様性を実現する社会に向けた超AI基盤に基づく空間視聴触覚技術の社会実装

戦略的創造研究推進事業 CREST, 科学技術振興機構, Oct, 2017 - Mar, 2019

落合陽一, 菅野裕介, 遠藤謙, 本多達也

Industrial Property Rights

特開2024-177780 モデル学習装置、行動認識装置、モデル学習方法、およびモデル学習プログラム

高木基宏, 佐藤洋一, 菅野裕介, 古田諒佑, 佐藤禎哉
特開2024-162431 学習モデル生成プログラム、情報処理装置及び学習モデル生成方法

菅野裕介, 久留陽一郎, 呉天一, 秦嘉偉
特許第7575759号学習装置、異常行動判定装置、方法、及びプログラム

高木基宏, 島村潤, 北原正樹, 細野峻司, 佐藤洋一, 菅野裕介, 古田諒佑
特開2024-039875 行動認識装置、行動認識方法、および行動認識プログラム

高木基宏, 塩田宰, 佐藤洋一, 菅野裕介, 古田諒佑
特開2023-012795 学習装置、異常行動判定装置、方法、及びプログラム

高木基宏, 島村潤, 北原正樹, 細野峻司, 佐藤洋一, 菅野裕介, 古田諒佑

Academic Activities

Associate Editor

Review, evaluation

Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, 2023 - Present
Associate Editor

Review, evaluation

Pattern Recognition, 2022 - Present
Organizer

Planning, management, etc.

GenEAI: Generative AI meets Eye Tracking, 2025
Area Chair

Review, evaluation

The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2025), 2025
General Chair

Planning, management, etc.

ACM Symposium of Eye Tracking Research & Applications (ETRA 2025), 2025
Area Chair

Review, evaluation

British Machine Vision Conference (BMVC 2024), 2024
General Chair

Planning, management, etc.

ACM Symposium of Eye Tracking Research & Applications (ETRA 2024), 2024
Senior Program Committee

Review, evaluation

32nd International Joint Conference on Artificial Intelligence (IJCAI-24), 2024
Senior Program Committee

Review, evaluation

32nd International Joint Conference on Artificial Intelligence (IJCAI-23), 2023
Program Committee

Review, evaluation

ACM Symposium of Eye Tracking Research & Applications (ETRA 2023), 2023
Area Chair

Review, evaluation

British Machine Vision Conference (BMVC 2023), 2023
Area Chair

Review, evaluation

British Machine Vision Conference (BMVC 2022), 2022
Senior Program Committee

Review, evaluation

The Thirty-Fifth AAAI Conference on Artificial Intelligence (AAAI 2021), 2021
Area Chair

Review, evaluation

International Conference on Computer Vision (ICCV 2021), 2021
International Program Committee

Review, evaluation

ACM Symposium on Eye Tracking Research & Applications (ETRA 2021), 2021
Area Chair

Review, evaluation

The 24th Meeting on Image Recognition and Understanding (MIRU 2021), 2021
Area Chair

Review, evaluation

British Machine Vision Conference (BMVC 2021), 2021
International Program Committee

Review, evaluation

2020 ACM Symposium on Eye Tracking Research & Applications (ETRA 2020), 2020
Area Chair

Review, evaluation

The 23rd Meeting on Image Recognition and Understanding (MIRU 2020), 2020
Area Chair

Review, evaluation

The 31st British Machine Vision Conference (BMVC 2020), 2020

Profile Information

Research Interests

Research Areas

Research History

Education

Committee Memberships

Major Awards

Major Papers

Misc.

Books and Other Publications

Major Presentations

Professional Memberships

Research Projects

Industrial Property Rights

Academic Activities

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Coauthors