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李恺文

你好, 我现在是北京大学的在读二年级博士生, 所在实验室为医学智能实验室(MILab), 导师是卢闫晔研究员, 助理教授。在MILab, 我主要进行多模态大语言模型构建, 并探索其在医学领域的应用; 同时研究弱监督下的计算机视觉任务。 我硕士就读于电子科技大学电子科学与工程学院, 所在实验室为生物医学成像与视觉实验室, 导师是王钊教授。我的工作是利用人工智能方法分析临床图像和数据从而更好地辅助诊断与治疗, 并设计和实现新的医学成像系统。

我的研究兴趣包括, 但不限于:

  • 多模态大语言模型
  • 可控图像生成算法
  • 弱监督计算机视觉任务
  • 医学影像处理

论文


Points-supervised fundus vessel segmentation via shape priors and contrastive learning
Kaiwen Li, Hangzhou He, Shuang Zeng, Xinliang Zhang, Yuanwei Li, Lei Zhu, Yanye Lu,
IEEE Transactions on Medical Imaging,44(12),5038-5050,2025

Seeking Interpretable Keypoint Detection and Discriminative Description for Cross-modal Fundus Image Registration
Kaiwen Li, Hangzhou He, Shuang Zeng, Ourui Fu, Xinliang Zhang, Yuanwei Li, Lei Zhu, Yanye Lu,
IEEE Transactions on Medical Imaging (Submitted)

Unpaired cross-domain controllable fundus dataset generation for multiple downstream tasks
Kaiwen Li, Hangzhou He, Jiakui Hu, Zhengjian Yao, Ourui Fu, Yuanwei Li, Lei Zhu, Yanye Lu,
ECCV2026 (In preparation)

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration
Zhengjian Yao, Jiakui Hu, Kaiwen Li, Hangzhou He, Xinliang Zhang, Shuang Zeng, Lei Zhu, Yanye Lu,
IEEE Transactions on Pattern Analysis and Machine Intelligence (Submitted)

Inter- and Intra-image Refinement in Few Shot Segmentation
Ourui Fu, Hangzhou He, Kaiwen Li, Xinliang Zhang, Lei Zhu, Shuang Zeng, Zhaoheng Xie, Yanye Lu,
IEEE Transactions on Image Processing (Submitted)

Point-supervised Nuclei Segmentation with Prompt-guided Superpixel
Yuanwei Li, Xinliang Zhang, Shuang Zeng, Hangzhou He, Kaiwen Li, Jiakui Hu, Lei Zhu, Yanye Lu,
IEEE Transactions on Image Processing (Submitted)

Geometry-as-context: Modulating Explicit 3D in Scene-consistent Video Generation to Geometry Context
Jiakui Hu, Jialun Liu, Liying Yang, Xinliang Zhang, Kaiwen Li, Shuang Zeng, Yuanwei Li, Haibin Huang, Chi Zhang, Yanye Lu,
CVPR2026 (Submitted)

Chat-CBM: Towards Interactive Concept Bottleneck Models with Frozen Large Language Models
Hangzhou He, Lei Zhu, Kaiwen Li, Xinliang Zhang, Jiakui Hu, Ourui Fu, Zhengjian Yao, Yanye Lu,
ICLR2026 (Submitted)

Improve retinal artery/vein classification via channel coupling
Shuang Zeng, Chee Hong Lee, Kaiwen Li, Boxu Xie, Ourui Fu, Hangzhou He, Lei Zhu, Yanye Lu,
Expert Systems with Applications,130795,2025

Training-Free Test-Time Improvement for Explainable Medical Image Classification
Hangzhou He, Jiachen Tang, Lei Zhu, Kaiwen Li, Yanye Lu,
MICCAI2025,Spotlight

Investigation of Short-term Crystalline Lens Positional Shifts Following ICL Implantation Using SS-OCT Integrated With Multi-task Deep Learning
Zhengwei Zhang, Kaiwen Li, Zhao Wang, Jinhan Yao, Shuimiao Chang, Jiewei Liu, Xiaogang Wang,
Journal of Refractive Surgery,41(6), e569-e574, 2025

IOL tilt and decentration: a comparison of different haptic designs using CNN and SS-OCT in a short term
Jinhan Yao, Kaiwen Li, Feiyan Chai, Jingjing Wang, Zhao Wang, Xiaogang Wang,
Frontiers in Medicine, Accepted

Visible light optical coherence tomography for assessing retinal structure and function in diseased mouse models
Qianyue Gu, Wenbo Xiu, Songzhi Wu, Kaiwen Li, Baihan Li, Zhenfei Tang, Chenlu Yan, Xiaogang Wang, Chong He, Fang Lu, Zhao Wang,
Biomedical Optics Express,16(5),2077-2092,2025

Comprehensive Assessment of Anterior Segment in Refraction Corrected OCT Based on Multitask Learning
Kaiwen Li, Guangqian Yang, Shuimiao Chang, Jinhan Yao, Chong He, Fang Lu, Xiaogang Wang, Zhao Wang
Biomedical Optics Express,14(8),3968-3987,2023
[Project]

Multi-Dimensional Features Fusion of Heterogeneous Data for Predicting the Frequencies of Drug Side Effects
Kaiwen Li, Chunchun Wang, Li Zhang, Xing Chen
Briefings in Bioinformatics (Under review)
[Project]

Automatic measurement of anterior chamber angle parameters in AS-OCT images using deep learning
Guangqian Yang, Kaiwen Li, Jinhan Yao, Shuimiao Chang, Chong He, Fang Lu, Xiaogang Wang, Zhao Wang
Biomedical Optics Express,14(4),1378-1392,2023
[Project]

Comprehensive Assessment of Coronary Calcification in Intravascular OCT Using a Spatial-Temporal Encoder-Decoder Network
Chao Li, Haibo Jia, Jinwei Tian, Chong He, Fang Lu, Kaiwen Li, Yubin Gong, Sining Hu, Bo Yu, Zhao Wang
IEEE TRANSACTIONS ON MEDICAL IMAGING,41(4),857-868,2021

NSCGRN: a network structure control method for gene regulatory network inference
Wei Liu, Xingen Sun, Li Yang, Kaiwen Li, Yu Yang, Xiangzheng Fu
Briefings in Bioinformatics,23(5),2022

Coronary artery calcification and cardiovascular outcome as assessed by intravascular OCT and artificial intelligence
Jinwei Tian, Chao Li, Zhifeng Qin, Yanwen Zhang, Qinglu Xu, Yuqi Zheng, Xiangyu Meng, Peng Zhao, Kaiwen Li, Suhong Zhao, Shan Zhong, Xinyu Hou, Xiang Peng, Yuxin Yang, Yu Liu, Songzhi Wu, Yidan Wang, Xiangwen Xi, Yanan Tian, Wenbo Qu, Na Sun, Fan Wang, Yan Wang, Jie Xiong, Xiaofang Ban, Taishi Yonetsu, Rocco Vergallo, Bo Zhang, Bo Yu, Zhao Wang
Biomedical Optics Express,15(8),4438-4452,2024


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