✦个人简介

董文会，男，博士，讲师，硕士生副导师。主要从事计算机视觉领域的研究工作，专注于医学图像分析与视频理解方向。先后参与两项国家自然科学基金项目（优秀青年科学基金项目、面上项目）以及国家重点研发计划子课题，参与多项校企合作项目（其中作为第二负责人主持小米公司-武汉大学人工智能联合实验室项目）。已在国内外高水平学术期刊及会议上发表论文十余篇，申请国家发明专利两项。长期担任《Knowledge-Based Systems》、《Frontiers of Computer Science》、CVPR、MICCAI等国际期刊和会议的审稿专家。

✦研究方向

※人工智能

※计算机视觉

※医学影像分析

※视频分割

※多模态大模型

✦主要科研项目

※参与国家自然科学基金2项（在研）

※参与国家重点研发项目1项（在研）

✦代表性论文

[1] Wenhui Dong, Bo Du, Yongchao Xu, Shape-intensity-guided U-Net for medical image segmentation[J]. Neurocomputing, 2024, 610: 128534.

[2] Wenhui Dong, Bo Du, Yongchao Xu, Shape-intensity knowledge distillation for robust medical image segmentation[J]. Front. Comput. Sci., 2025, 19(9): 199705.

[3] Wenhui Dong, Bo Du, Yongchao Xu, Source domain prior-assisted segment anything model for single domain generalization in medical image segmentation[J]. Image and Vision Computing, 2024, 150: 105216.

[4] Wenhui Dong, Zhiyi Yang, Yongchao Xu, MQA-Net: Multi-Query Adaptive Network for Generalizable Medical Image Segmentation[J]. Pattern Recognition. (在投)

[5] Haoyu Zhao, Wenhui Dong, Rui Yu, Zhou Zhao, Du Bo, Yongchao Xu, MoreStyle: Relax Low-Frequency Constraint of Fourier-Based Image Reconstruction in Generalizable Medical Image Segmentation[C]. International Conference on Medical Image Computing and Computer Assisted Intervention.2024,434-444.

[6] Zhikai Wei, Wenhui Dong, Peilin Zhou, Yuliang Gu, Zhou Zhao, Yongchao Xu, Prompting Segment Anything Model with Domain-Adaptive Prototype for Generalizable Medical Image Segmentation[C]. International Conference on Medical Image Computing and Computer Assisted Intervention.2024,533-543.

[7] Zhihao Li, Jiancheng Yang, Yongchao Xu, Li Zhang, Wenhui Dong, Bo Du, Scale-Aware Test-Time Click Adaptation for Pulmonary Nodule and Mass Segmentation[C]. International Conference on Medical Image Computing and Computer Assisted Intervention.2023, 681-691.

[8] Tian Chen, Wenke Huang, Zhihao Wang, Zekun Shi, He Li, Wenhui Dong, Mang Ye, Bo Du, Yongchao Xu, Pixel-wise Divide and Conquer for Federated Vessel Segmentation[C]. International Joint Conference on Artificial Intelligence.2025, 1721—1727.

✦联系方式

电子邮箱：15927605505@163.com