Researcher Profile and Settings

researchmap

https://researchmap.jp/tomohiro-fujita

Research Interests

• deep learning
• 時系列データ処理
• 自然言語処理
• 人物姿勢予測

Research Areas

• Informatics / Intelligent informatics
• Informatics / Perceptual information processing

Education

• Kobe University, Graduate School of System Informatics, Department of System Science, 2019/04 - 2021/09
• Kobe University, Graduate School of System Informatics, Department of Computational Science, 2017/04 - 2019/03
• Kobe University, Faculty of Engineering, Department of Computer Science and Systems Engineering, 2013/04 - 2017/03

Degree

• Bachelor (Engineering), Kobe University, Mar. 2017
• Master (System Informatics), Kobe University, Mar. 2019
• Doctor (System Informatics), Kobe University, Sep. 2021

Awards

• 理事長感謝状
  May 2025, 理化学研究所
• Editor's Choice Article
  Jan. 2025, Sensors, MDPI, Machine learning-based interpretable modeling for subjective emotional dynamics sensing using facial EMG
• 学生発表賞 第65回システム制御情報学会研究発表講演会 (SCI'21)
  May 2021
• 学生発表賞 第64回システム制御情報学会研究発表講演会 (SCI'20)
  May 2020
• 学生発表賞 第63回システム制御情報学会研究発表講演会 (SCI'19)
  May 2019

Published Papers

• Recurrent Graph Convolutional Network for Sequential Pose Prediction from 3D Human Skeleton Sequence
  Tomohiro Fujita; Yasutomo Kawanishi
  International Conference on Pattern Recognition, Springer Nature Switzerland, 342 - 358, 02 Dec. 2024, International conference proceedings
  

  URLDOI URL
• Machine Learning-Based Interpretable Modeling for Subjective Emotional Dynamics Sensing Using Facial EMG
  Naoya Kawamura; Wataru Sato; Koh Shimokawa; Tomohiro Fujita; Yasutomo Kawanishi
  Sensors, Feb. 2024, Scientific journal
  

  URLDOI URL
• Subjective Baggage-Weight Estimation Based on Human Walking Behavior.
  Masaya Mizuno; Tomohiro Fujita; Yasutomo Kawanishi; Daisuke Deguchi; Hiroshi Murase
  IEEE Access, 12 39390 - 39398, 2024, Scientific journal
  

  DOI URL
• Human Pose Prediction by Progressive Generation in Multi-scale Frequency Domain.
  Tomohiro Fujita; Yasutomo Kawanishi
  MVA, 1 - 5, Jul. 2023, International conference proceedings
  

  DOI URL
• Future Pose Prediction from 3D Human Skeleton Sequence with Surrounding Situation
  Tomohiro Fujita; Yasutomo Kawanishi
  Sensors, MDPI AG, 23(2) 876 - 876, 12 Jan. 2023, Scientific journal
  

  URLDOI URL
• Subjective Baggage-Weight Estimation from Gait: Can You Estimate How Heavy the Person Feels?
  Masaya Mizuno; Yasutomo Kawanishi; Tomohiro Fujita; Daisuke Deguchi; Hiroshi Murase
  Proceedings of the 18th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications, SCITEPRESS, 567 - 574, 2023, International conference proceedings
  

  DOI URL
• Toward Surroundings-Aware Temporal Prediction of 3D Human Skeleton Sequence
  Tomohiro Fujita; Yasutomo Kawanishi
  Towards a Complete Analysis of People: From Face and Body to Clothes (T-CAP), Springer Nature Switzerland, 139 - 151, Aug. 2022, International conference proceedings
  

  URLDOI URL
• Performance Evaluation of RNN with Hyperbolic Secant in Gate Structure through Application of Parkinson's Disease Detection
  Fujita, Tomohiro; Luo, Zhiwei; Quan, Changqin; Mori, Kohei; Cao, Sheng
  Applied Sciences, MDPI, 11(10) 4361 , May 2021, Scientific journal
  

  URL
• Structure Construction and Performance Analysis of RNN Aiming for Reduction of Calculation Costs
  Fujita Tomohiro; Luo Zhiwei; Quan Changqin; Mori Kohei
  Transactions of the Institute of Systems, Control and Information Engineers, THE INSTITUTE OF SYSTEMS, CONTROL AND INFORMATION ENGINEERS (ISCIE), 34(4) 89 - 97, 15 Apr. 2021
  

  DOI URL
• Simplification of RNN and Its Performance Evaluation in Machine Translation
  Fujita Tomohiro; Luo Zhiwei; Quan Changqin; Mori Kohei
  Transactions of the Institute of Systems, Control and Information Engineers, THE INSTITUTE OF SYSTEMS, CONTROL AND INFORMATION ENGINEERS (ISCIE), 33(10) 267 - 274, 15 Oct. 2020
  

  DOI URL
• Long short-term memory networks for automatic generation of conversations.
  Tomohiro Fujita; Wenjun Bai; Changqin Quan
  18th IEEE/ACIS International Conference on Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing(SNPD), IEEE Computer Society, 483 - 487, 2017, International conference proceedings
  

  DOI URL

MISC

• Recurrent Graph Convolutional Networkによる人物3次元姿勢の逐次予測
  藤田倫弘; 川西康友
  第27回画像の認識・理解シンポジウム（MIRU2024）, Aug. 2024
• 体格を考慮した歩き方からの手荷物の主観的重さ推定の検討
  水野雅也; 藤田倫弘; 川西康友; 出口大輔; 村瀬洋
  電子情報通信学会技術研究報告(Web), 122(404(PRMU2022 58-127)), 2023
• 周囲の状況を考慮した近未来３次元骨格変化予測法の検討
  藤田 倫弘; 川西 康友
  ビジョン技術の実利用ワークショップ(ViEW2022)講演論文集, Dec. 2022
• 人物周辺情報を活用した3次元骨格の時系列予測
  藤田倫弘; 川西康友
  第25回画像の認識・理解シンポジウム(MIRU2022), Jul. 2022
• Speech Classification of Parkinson’s Disease Based on Deep Learning of Recurrence Plot
  藤田倫弘; QUAN C. Q.; 森耕平; SHENG C.; LUO Z. W.
  システム制御情報学会研究発表講演会講演論文集(CD-ROM), 65th, 2021
• Structure Analysis for Improving RNN Performance
  藤田 倫弘; 羅 志偉; 全 昌勤; 森 耕平
  システム制御情報学会研究発表講演会講演論文集, システム制御情報学会, 64 352 - 355, 20 May 2020
• Analysis of Gate Structure and Function of RNN
  藤田倫弘; LUO Zhiwei; QUAN Changqin; 森耕平
  計測自動制御学会関西支部・システム制御情報学会シンポジウム(CD-ROM), 2019, 2020
• Structure and Performance Analysis of RNN in Text Information Processing
  藤田 倫弘; 全 昌勤; 羅 志偉
  システム制御情報学会研究発表講演会講演論文集, システム制御情報学会, 63 707 - 710, 22 May 2019