Experience

Researcher Engineer @ InstaDeep

Full-time, Jan. 2021 - present.

Full-time, Sep. 2019 - Dec. 2020.

Part-time, Oct. 2018 - Sep. 2019.

Internship, Feb. 2018 - Sep. 2018.

Honorary Research Assistant @ Medical Physics & Biomedical Engineering, University College London

Part-time, Nov. 2019 - present.

Operations Research Analyst @ SNCF Réseau

Internship, Jun. 2017 - Sep. 2017.

Publication

Morphological Change Forecasting for Prostate Glands using Feature-based Registration and Kernel Density Extrapolation

Qianye Yang, Tom Vercauteren, Yunguan Fu, Francesco Giganti, Nooshin Ghavami, Vasilis Stavrinides, Caroline Moore, Matt Clarkson, Dean Barratt, Yipeng Hu

Accepted as a conference paper to ISBI 2021, arXiv.

DeepReg: a deep learning toolkit for medical image registration

Yunguan Fu, Nina Montaña Brown, Shaheer U. Saeed, Adrià Casamitjana, Zachary M. C. Baum, Rémi Delaunay, Qianye Yang, Alexander Grimwood, Zhe Min, Stefano B. Blumberg, Juan Eugenio Iglesias, Dean C. Barratt, Ester Bonmati, Daniel C. Alexander, Matthew J Clarkson, Tom Vercauteren, and Yipeng Hu

Accepted as a journal paper at the Journal of Open Source Software, GitHub.

Longitudinal Image Registration with Temporal-Order and Subject-Specificity Discrimination

Qianye Yang, Yunguan Fu, Francesco Giganti, Nooshin Ghavami, Qingchao Chen, J Alison Noble, Tom Vercauteren, Dean Barratt, and Yipeng Hu

Accepted as a conference paper to MICCAI 2020, arXiv.

More unlabelled data or label more data? A study on semi-supervised laparoscopic image segmentation

Yunguan Fu, Maria R. Robu, Bongjin Koo, Crispin Schneider, Stijn van Laarhoven, Danail Stoyanov, Brian Davidson, Matthew J. Clarkson, and Yipeng Hu

Accepted to MICCAI 2019 Medical Image Learning with Less Labels and Imperfect Data Workshop (acceptance rate is 35%), arXiv

Ranked Reward: Enabling Self-Play Reinforcement Learning for Combinatorial Optimization

Alexandre Laterre, Yunguan Fu, Mohamed Khalil Jabri, Alain-Sam Cohen, David Kas, Karl Hajjar, Hui Chen, Torbjorn S. Dahl, Amine Kerkeni, and Karim Beguir.

Accepted to NeurIPS 2018 Deep RL Workshop and AAAI 2019 RL in Games Workshop, arXiv.