Jiayu Huo 霍加宇

Ph.D Student

Department of Surgical & Interventional Engineering,
School of Biomedical Engineering & Imaging Sciences,
Faculty of Life Sciences & Medicine,
King's College London,
London, UK

Email: jiayu.huo@kcl.ac.uk

[Curriculum Vitae]

Biography

I am a Ph.D. student in School of Biomedical Engineering & Imaging Sciences, King's College London (KCL), co-supervised by Dr. Rachel Sparks and Prof. Sebastien Ourselin. Previously, I received my M.Sc. degree from School of Biomedical Engineering, Shanghai Jiao Tong University (SJTU) in 2021, under the supervison of Prof. Lichi Zhang and Prof. Qian Wang in the Medical Imaging Computing Lab. Before that, I spent three years in Shenyang, China and received my B.Sc. degree from College of Medicine and Biological Information Engineering, Northeastern University (NEU). I worked with Prof. Yueyang Teng for undergraduate research.

My research interest lies on medical image analysis, computer vision and deep learning, especially on some semi-supervised and few-shot learning problems.

Selected Publications

	Automatic Grading Assessments for Knee MRI Cartilage Defects via Self-ensembling Semi-supervised Learning with Dual-Consistency Jiayu Huo, Xi Ouyang, Liping Si, Kai Xuan, Sheng Wang, Weiwu Yao, Ying Liu, Jia Xu, Dahong Qian, Zhong Xue, Qian Wang, Dinggang Shen, Lichi Zhang Medical Image Analysis (MedIA), 2022. [paper][code]
	Dual-Sampling Attention Network for Diagnosis of COVID-19 from Community Acquired Pneumonia Xi Ouyang#, Jiayu Huo#, Liming Xia, Fei Shan, Jun Liu, Zhanhao Mo, Fuhua Yan, Zhongxiang Ding, Qi Yang, Bin Song, Feng Shi, Huan Yuan, Ying Wei, Xiaohuan Cao, Yaozong Gao, Dijia Wu, Qian Wang, Dinggang Shen IEEE Transactions on Medical Imaging (IEEE TMI), 2020. [paper]
	Learning Hierarchical Attention for Weakly-supervised Chest X-Ray Abnormality Localization and Diagnosis Xi Ouyang, Srikrishna Karanam, Ziyan Wu, Terrence Chen, Jiayu Huo, Xiang Sean Zhou, Qian Wang, Jie-Zhi Cheng IEEE Transactions on Medical Imaging (IEEE TMI), 2020. [paper][code]
	Neuroimage-Based Consciousness Evaluation of Patients with Secondary Doubtful Hydrocephalus Before and After Lumbar Drainage Jiayu Huo, Zengxin Qi, Sen Chen, Qian Wang, Xuehai Wu, Di Zang, Tanikawa Hiromi, Jiaxing Tan, Lichi Zhang, Weijun Tang, Dinggang Shen Neuroscience Bulletin, 2020. [paper]
	Robust Brain Magnetic Resonance Image Segmentation for Hydrocephalus Patients: Hard and Soft Attention Xuhua Ren#, Jiayu Huo#, Kai Xuan, Dongming Wei, Lichi Zhang, Qian Wang International Symposium on Biomedical Imaging (ISBI), 2020. [paper]
	SLIR: Synthesis, localization, inpainting, and registration for image-guided thermal ablation of liver tumors Dongming Wei, Sahar Ahmad, Jiayu Huo, Pu Huang, Pew-Thian Yap, Zhong Xue, Jianqi Sun, Wentao Li, Dinggang Shen, Qian Wang Medical Image Analysis (MedIA), 2020. [paper]

Honors & Awards

National Scholarship for Graduate Students, 2020

Meritorious Winner, MCM/ICM, 2017

Bronze Award, iGEM, 2017

Excellent Undergraduate, Northeastern University, 2015-2016

Experiences

United Imaging Intelligence (UII), Shanghai, China.

Oct. 2019 – Oct. 2020

Research Intern
Topic: Few-shot Learning and Semi-supervised Learning

Teaching

2020-2021	Fall	TA in Artificial Intelligence and Medical Engineering
2019-2020	Spring	TA in Computer vision in Biomedical Engineering
2018-2019	Spring	TA in Data Structure