Yunguan Fu

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InstaDeep

Research Engineer at InstaDeep (I am hiring). Honorary Research Assistant at UCL.

Featured Co-authors

Tom Vercauteren
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J. Alison Noble
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Dean C. Barratt
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Stefano B. Blumberg
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Qianye Yang
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∙ 03/27/2022

Image quality assessment for machine learning tasks using meta-reinforcement learning

In this paper, we consider image quality assessment (IQA) as a measure o...

Shaheer U. Saeed, et al. ∙

∙ 02/20/2022

Image quality assessment by overlapping task-specific and task-agnostic measures: application to prostate multiparametric MR images for cancer segmentation

Image quality assessment (IQA) in medical imaging can be used to ensure ...

Shaheer U. Saeed, et al. ∙

∙ 01/17/2022

Few-shot image segmentation for cross-institution male pelvic organs using registration-assisted prototypical learning

The ability to adapt medical image segmentation networks for a novel cla...

Yiwen Li, et al. ∙

∙ 10/22/2021

Few-shot Semantic Segmentation with Self-supervision from Pseudo-classes

Despite the success of deep learning methods for semantic segmentation, ...

Yiwen Li, et al. ∙

∙ 02/15/2021

Learning image quality assessment by reinforcing task amenable data selection

In this paper, we consider a type of image quality assessment as a task-...

Shaheer U. Saeed, et al. ∙

∙ 01/16/2021

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

Organ morphology is a key indicator for prostate disease diagnosis and p...

Qianye Yang, et al. ∙

∙ 11/04/2020

DeepReg: a deep learning toolkit for medical image registration

DeepReg (https://github.com/DeepRegNet/DeepReg) is a community-supported...

Yunguan Fu, et al. ∙

∙ 08/29/2020

Longitudinal Image Registration with Temporal-order and Subject-specificity Discrimination

Morphological analysis of longitudinal MR images plays a key role in mon...

Qianye Yang, et al. ∙

∙ 08/20/2019

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

Improving a semi-supervised image segmentation task has the option of ad...

Yunguan Fu, et al. ∙

∙ 07/04/2018

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

Adversarial self-play in two-player games has delivered impressive resul...

Alexandre Laterre, et al. ∙