Yaolei Qi's Homepage

Yaolei Qi

I am currently a Ph.D. student in the Department of Computer Science at Southeast University, Nanjing. I am fortunate to be advised by Prof. Guanyu Yang throughout both my master’s and doctoral studies. Prior to this, I completed my bachelor’s degree at Southeast University as well. I am now a visiting student at University of Cambridge supervised by Chao Li.

My research lies at the intersection of Deep Learning and Artificial Intelligence in Medicine – with a special focus on dealing with the tough task in tubular structure analysis that are knowledge-driven and data-efficient. My research interests include medical imaging, weakly-supervised learning, network design, federated learning, foundation model, and computer-assisted diagnosis, etc.

News

[Sep. 2024] Our paper about MPNs Classification is accepted to MICCAI 2024 as oral.
[Dec. 2023] Our paper about federated learning is accepted to ICASSP 2024.
[Dec. 2023] Our paper about spatio temporal is accepted to IEEE JBHI 2023.
[Dec. 2023] Our paper about graph clustering is accepted to Neurocomputing.
[Jul. 2023] Our paper about network design is accepted to ICCV 2023.
[May 2023] Our paper about partial annotation is accepted to MICCAI 2023.
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Awards

2023，Southeast University First-Class Academic Scholarship
2021，Excellent Post-Graduate, Jiangsu
2021，Southeast University First-Class Academic Scholarship
2020，Southeast University First-Class Academic Scholarship
2017，National Third Prize and Provincial Special Prize in Computer Design Competition

Publications [Google Scholar][DBLP]

MICCAI

DSCENet Dynamic Screening and Clinical-Enhanced Multimodal Fusion for MPNs Subtype Classification

Yuan Zhang, Yaolei Qi, Xiaoming Qi, Yongyue Wei, Guanyu Yang

Medical Image Computing and Computer Assisted Intervention Society (MICCAI), 2024.

PDF Code BibTex oral presentation

ICASSP

FedSoda Federated cross-assessment and dynamic aggregation for Histopathology Segmentation

Yuan Zhang, Yaolei Qi, Xiaoming Qi, LLotfi Senhadji, Yongyue Wei, Feng Chen, Guanyu Yang

IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2024.

PDF Code BibTex

JBHI

STANet Spatio-Temporal Adaptive Network and Clinical Prior Embedding Learning for 3D+T CMR Segmentation

Xiaoming Qi, Yuting He, Yaolei Qi, Youyong Kong, Guanyu Yang, Shuo Li

IEEE Journal of Biomedical and Health Informatics, 2023.

BibTex

ICCV

Dynamic Snake Convolution based on Topological Geometric Constraints for Tubular Structure Segmentation

Yaolei Qi, Yuting He Xiaoming Qi, Yuan Zhang, Guanyu Yang

International Conference on Computer Vision (ICCV), 2023.

PDF Code Project Page BibTex GitHub Stars

MICCAI

Partial Vessels Annotation-based Coronary Artery Segmentation with Self-training and Prototype Learning

Zheng Zhang*, Xiaolei Zhang*, Yaolei Qi, Guanyu Yang (*Equal contribution)

International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2023.

PDF Code BibTex

TIP

Examinee Examiner Network Weakly Supervised Accurate Coronary Lumen Segmentation Using Centerline Constraint

Yaolei Qi*, Han Xu*, Yuting He, Guanyu Li, Zehang Li, Youyong Kong, Jean-Louis Coatrieux, Huazhong Shu, Guanyu Yang, Shengxian Tu (*Equal contribution)

IEEE Transactions on Image Processing (TIP), Volume 30, 2021.

PDF Code BibTex