Yongheng Sun

Yongheng Sun (孙永恒)

School of Mathematics and Statistics, Xi'an Jiaotong University, No.28, Xianning West Road, Xi'an, Shaanxi, 710049, P.R. China

Email: 3304925266@qq.com
[Google Scholar] [Github]

Biography

I am currently pursuing the Ph.D. degree with the School of Mathematics and Statistics, Xi’an Jiaotong University, China, under the supervision of Prof. Chunfeng Lian. I received the B.Sc. degree from Xi’an Jiaotong University, Xi’an, China, in 2019. My research interests include medical image analysis, pattern recognition, and machine learning.

Research Interest

Currently, I work in the field of medical image analysis. Specifically, I mainly investigate generalization of medical image segmentation. Recently, I focus on the following research topics:

Longitudinal-Consistent Representation Learning
Domain Adaptation for Medical Image Segmentation
Domain Generation for Medical Image Segmentation
Meta-Learning
Attention Mechanism
Other Medical Image Analysis (including classification/segmentation/detection)

Education Experiences

09/2019---Now, Ph.D. Student

Department of Information Science, School of Mathematics and Statistics, Xi’an Jiaotong University

Supervisor: Prof. Chunfeng Lian

09/2015---06/2019, Bachelor’s Degree

Department of Applied Mathematics, School of Mathematics and Statistics, Xi’an Jiaotong University

Bachelor Thesis Title：Hermite-Galerkin spectral method for solving Fisher equation and nonlinear coupled reaction-diffusion equations in unbounded regions

Honors and Awards

The Second Prize Scholarship of Xi’an Jiaotong University, Fall 2022.
Excellent Postgraduate of Xi’an Jiaotong University, Fall 2020.
The Top Grade Scholarship of Xi’an Jiaotong University, Fall 2020.
The Third Prize of China Postgraduate Mathematic Contest in Modleing, Fall 2020.
Siyuan Scholarship of Xi'an Jiaotong University, Fall 2016.

Selected Publications [Full List]

	Punctate White Matter Lesion Segmentation in Preterm Infants Powered by Counterfactually Generative Learning Zehua Ren, Yongheng Sun, Miaomiao Wang, Yuying Feng, Xianjun Li, Chao Jin, Jian Yang, Chunfeng Lia, and Fan Wang Medical Image Computing and Computer Assisted Intervention(MICCAI), 2023. [Paper] [Code]
	Dual Meta-Learning with Longitudinally Generalized Regularization for One-Shot Brain Tissue Segmentation Across the Human Lifespan Yongheng Sun, Fan Wang, Jun Shu, Haifeng Wang, Li Wang, Deyu Meng, and Chunfeng Lian International Conference on Computer Vision(ICCV), 2023. [Paper] [Code]
	Effectively fusing clinical knowledge and AI knowledge for reliable lung nodule diagnosis Duwei Dai, Yongheng Sun, Caixia Dong, Qingsen Yan, Zongfang Li, Songhua Xu Expert Systems With Applications(ESWA), 2023. [Paper]
	MSCA-Net: Multi-scale contextual attention network for skin lesion segmentation Yongheng Sun, Duwei Dai, Qianni Zhang, Yaqi Wang, Songhua Xu, and Chunfeng Lian Pattern Recognition(PR), 2023. [Paper] [Code]
	Rethinking adversarial domain adaptation: Orthogonal decomposition for unsupervised domain adaptation in medical image segmentation Yongheng Sun, Duwei Dai, and Songhua Xu Medical Image Analysis(MedIA), 2022. [Paper] [Code]