Yoshihiro Fukuhara
aka gatheluck
I am currently working at ExaWizards Inc. as a ML/MLOps Engineer and developing the MLOps Platform to accelerate the process from PoC to service to scale ML business. With my experience as both a researcher and an engineer, I am passionate about quickly turning research-stage technologies into services and implementing them in society in a way that delivers value to many people.
I am also a headquarter member of cvpaper.challenge, and leads XCCV research group collaborating with PRMU/CVIM mentorship programs. My research interests are primarily in robust machine learning for developing reliable and real-world ready ML systems.
About Me
Biography
2021.08 - ongoing
ExaWizards Inc. ML/MLOps Engineer.
2018.04 - ongoing
Department of Applied Physics, Waseda University, Japan.
Waseda University Leading Doctoral Course Embodiment Informatics
2020.06 - 2021.07
myProduct Inc. AI Engineer.
2020.04 - 2021.03
The National Institute of Advanced Industrial Science and Technology (AIST). Research Assistant.
Supervisor: Hirokatsu, Kataoka, Ph.D.
2018.10 - 2020.03
SE4 Inc. Research Internship.
2018.02 - 2018.09
Fove Inc. Research Internship.
2016.04 - 2018.03
Department of Applied Physics, Waseda University, Japan.
Master of Engineering
2014.06 - 2018.03
Waseda University, Japan. Resident Assistant (RA).
Waseda International Dormitory (WID) Kodaira
2016.07 - 2016.09
University of California, Los Angeles (UCLA). Visiting Student.
Cross-disciplinary Scholars in Science and Technology (CSST), 2016 Participants
[Alumni List] (Acceptance rate of Japanese Students:0.1%）
Supervisor: Prof. Stefano Soatto
2012.04 - 2016.03
Department of Applied Physics, Waseda University, Japan.
Bachelor of Engineering
Publications
Preprint
Enhancing Inverse Problem Solutions with Accurate Surrogate Simulators and Promising Candidates
Akihiro Fujii, Hideki Tsunashima, Yoshihiro Fukuhara, Koji Shimizu, Satoshi Watanabe
arXiv preprint.
ATRO: Adversarial Training with a Rejection Option
Masahiro Kato, Zhenghang Cui, Yoshihiro Fukuhara
arXiv preprint.
What Do Adversarially Robust Models Look At?
Takahiro Itazuri*, Yoshihiro Fukuhara*, Hirokatsu Kataoka, Shigeo Morishima
arXiv preprint. (* indicates equal contribution)
Journal
International Conference
Scapegoat Generation for Privacy Protection from Deepfake
Gido Kato, Yoshihiro Fukuhara, Mariko Isogawa, Hideki Tsunashima, Hirokatsu Kataoka, Shigeo Morishima
International Conference on Image Processing (ICIP), 2023.
Understanding Fake Faces
Ryota Natsume*, Kazuki Inoue*, Yoshihiro Fukuhara, Shintaro Yamamoto, Shigeo Morishima, Hirokatsu Kataoka
ECCV 2018 Workshop on Brain-Driven Computer Vision (BDCV), 2018. (* indicates equal contribution)
Retexturing under Self-Occlusion using Hierarchical Markers
Shoki Miyagawa, Yoshihiro Fukuhara, Fumiya Narita, Norihiro Ogata, Shigeo Morishima
ACM Special Interest Group on Computer Graphics and Interactive Techniques (SIGGRAPH), 2017.
Fiber-Dependent Approach for Fast Dynamic Character Animation
Ayano Kaneda,Tsukasa Fukusato,Yoshihiro Fukuhara,Takayuki Nakatsuka, Shigeo Morishima
Conference on Computer Animation and Social Agents (CASA), 2017.
Domestic Conference (Reviewed)
Scapegoat Generation for Privacy Protection from Deepfake
Gido Kato, Yoshihiro Fukuhara, Mariko Isogawa, Hideki Tsunashima, Hirokatsu Kataoka, Shigeo Morishima
Meeting on Image Recognition and Understanding (MIRU), 2023. (Short oral)
NeDDF: Neural Density-Distance Fields
Itsuki Ueda, Yoshihiro Fukuhara, Hirokatsu Kataoka, Hiroki Aizawa, Hidehiko Shishido, Itaru Kitahara
Meeting on Image Recognition and Understanding (MIRU), 2022. (Short oral)
Predicting the Effect of Formula-driven Supervised Learning with Intrinsic Dimension
Yusuke Kondo, Yoshihiro Fukuhara, Shin'ichi Satoh
Meeting on Image Recognition and Understanding (MIRU), 2022. (Short oral)
Automatic Real-Time Generation of Secondary Motion Considering Local Body Structure of Characters
Ayano Kaneda, Tsukasa Fukusato, Yoshihiro Fukuhara, Takayuki Nakatsuka, Shigeo Morishima
Computer Entertainment Developers Conference (CEDEC), 2017.
Acceleration of Corotated Elasticity Simulation by Rotation Interpolation
Yoshihiro Fukuhara, Shunsuke Saito, Fumiya Narita, Shigeo Morishima
VC/GCAD Symposium, 2016.
Domestic Conference (Not Reviewed)
Vision and Language for Automatic Paper Summary Generation
Shintaro Yamamoto, Yoshihiro Fukuhara, Ryota Suzuki, Shigeo Morishima, Hirokatsu Kataoka
Pattern Recognition and Media Understanding (PRMU), 2018.
Automatic Paper Summarization System by Integration of Language and Visual Information
Shintaro Yamamoto*, Yoshihiro Fukuhara*, Ryota Suzuki, Shigeo Morishima, Hirokatsu Kataoka
Symposium on Young Research Association for NLP Studies (YANS), 2018. (* indicates equal contribution)
Sfm-based Automatic Forest Measurement using Handheld Camera
Yoshihiro Fukuhara, Yuko Shirai, Shigeo Morishima
Meeting on Image Recognition and Understanding (MIRU), 2018.
Retexturing under Self-Occlusion using Hierarchical Markers
Shoki Miyagawa, Yoshihiro Fukuhara, Fumiya Narita, Norihiro Ogata, Shigeo Morishima
Meeting on Image Recognition and Understanding (MIRU), 2017.
Hierarchical Markers for Retexturing under Self-Occlusion
Shoki Miyagawa, Yoshihiro Fukuhara, Fumiya Narita, Norihiro Ogata, Shigeo Morishima
National Convention of Information Processing Society of Japan (IPSJ), 2017.
Robust Hierarchical Markers for Virtual Try-On
Shoki Miyagawa, Yoshihiro Fukuhara, Fumiya Narita, Norihiro Ogata, Shigeo Morishima
VC/GCAD Symposium, 2017.
Acceleration of Corotated Elasticity Simulation by Rotation Interpolation
Yoshihiro Fukuhara, Shunsuke Saito, Fumiya Narita, Shigeo Morishima
National Convention of Information Processing Society of Japan (IPSJ), 2016.
Miscellaneous
Award
2022.07
MIRU Interactive Session Award, Meeting on Image Recognition and Understanding (MIRU), 2022.
2022.04
Best Wizard Award 2021 2nd half.
Company award from ExaWizards.
2018.08
Incentive Award, Symposium on Young Research Association for NLP Studies (YANS), 2018.
2017.12
JAXA Special Award, HP Mars Home Planet -Education League JP-.
2015.09
Performance Award, Visual Infromation Processing Camp (VIP), 2015.
Talk
2023.07
2022.07
Ascender: Accelerator of Scientific Development and Research
cvpaper.challenge conference summer (CCCS), 2022.
2020.06
Adversarial Examples 研究動向
Invited Talk, Symposium of Sensing via Image Infomation (SSII), 2020.
2019.09
Adversarial Examples 分野の動向 -History and Trends of Dark Arts-
cvpaper.challenge CVPR 2019 網羅的サーベイ報告会 @日立製作所 中央研究所.
Funding
2016.04 - 2020.03
Graduate Program for Embodiment Informatics Scholarship.
2016.07 - 2016.09
University of California, Los Angeles (UCLA), Cross-disciplinary Scholars in Science and Technology (CSST) Scholarship Program 2016.
2012.04 - 2013.03