Qinghe Ma

I am a Ph.D. student in Department of Computer Science and Technology at Nanjing University and a member of Reasoning & Learning Group, fortunately supervised by Prof. Yinghuan Shi. My current research interests include semi-supervised learning, semi-supervised medical image segmentation, and domain adaptation.

Education

• 2022.09 - Present, Ph.D. Student, Department of Computer Science and Technology, Nanjing University.
• 2018.09 - 2022.06, B.Sc. Degree, Department of Computer Science and Technology, Nanjing University.

Publications

• Qinghe Ma, Jian Zhang, Zekun Li, Lei Qi, Qian Yu, Yinghuan Shi. Steady Progress Beats Stagnation: Mutual Aid of Foundation and Conventional Models in Mixed Domain Semi-Supervised Medical Image Segmentation. Conference on Computer Vision and Pattern Recognition (CVPR), 2025.
• Qinghe Ma, Jian Zhang, Lei Qi, Qian Yu, Yinghuan Shi, Yang Gao. Constructing and Exploring Intermediate Domains in Mixed Domain Semi-supervised Medical Image Segmentation. Conference on Computer Vision and Pattern Recognition (CVPR), 2024.
• Xixuan Yu, Qinghe Ma, Tong Ling, Jiewen Zhu, Yinghuan Shi. Enhancing semi-supervised medical image segmentation with bidirectional copy-paste and masked image reconstruction. International Journal of Machine Learning and Cybernetics (IJMLC).

Honors

Outstanding Graduate (优秀研究生), 2024

First-Class Graduate Talent Scholarship (研究生英才奖学金一等奖), 2024

President’s Special Scholarship for Doctoral Students (博士研究生校长特别奖学金), 2022

Outstanding Graduating Students (优秀毕业生), 2022

Renmin First, Second, and Third Prize Scholarship (一、二、三等人民奖学金), 2018-2022

Services

Reviewer for CVPR, ICCV, PRCV, TIP, TMI, JBHI, TNNLS, MEDIA.