Hideaki Hayashi

News

• [October 29, 2024] Our paper has been accepted at WACV 2025.

• [September 20, 2024] We have presented our paper at ICANN 2024 (arXiv).

• [July 3, 2024] We have presented our paper at IEEE WCCI 2024 (arXiv).

• [June 28, 2024] Our paper has been accepted by Medical Image Analysis.

• [May 28, 2024] We have presented our paper at IEEE FG 2024 (arXiv).

• [Feb 29, 2024] Our research proposal for Grant-in-Aid for Scientific Research (B) has been accepted.

• [Feb 6, 2024] My (single-authored) paper has been accepted by IEEE Trans. on Neural Networks and Learning Systems (link).

Research Interests

Machine learning

• • Confidence calibration [IEEE TNNLS 2024] [WACV 2025]

  • Learning with limited annotation costs [WCCI 2024] [ICANN 2024]

  • Sparse Bayesian learning [ICLR 2021]

  • Deep generative models [KNOSYS 2019] [ISBI 2018]

  • Neural network based on probabilistic models [IEEE TNNLS 2015] [IEEE Access 2021]

Medical data analysis

• • Severity estimation using relative annotation [MIA 2024]

  • Endoscopic image analysis [MICCAI 2021]

  • Efficient annotation of medical images [MIA 2021]

  • Infant video analysis [Scientific Reports 2020] [Scientific Reports 2020]

Biosignal analysis

• • Biosignal analysis using probabilistic models [IEEE TBME 2017] [IEEE TBME 2019]

  • Biosignal classification for human–machine interfaces [PLOS ONE 2017]

Biography

1989       Born in Hiroshima city, Japan

2012       Received B.E. degree from Hiroshima University

2014       Received M.E. degree from Hiroshima University

2015       Research Fellow of the Japan Society for the Promotion of Science（DC2)

2016       Received Ph.D. in Eng. degree from Hiroshima University

2016       Research Fellow of the Japan Society for the Promotion of Science（PD)

2017       Assistant Professor, Faculty of Information Science and Electrical Engineering, Kyushu University

2022       Associate Professor, Institute for Datability Science, Osaka University

2024       Associate Professor, D3 Center, Osaka University

Contact

D3 Center, Osaka University.

2-8 Yamadaoka, Suita, Osaka, 565-0871, JAPAN

Tel: +81-6-6105-6069

E-mail: hayashi[at]ids.osaka-u.ac.jp