代表性论文:
1. Junhu Fu, Ke Chen, Qi Dou, Yun Gao, Yiping He, Pinghong Zhou, Shengli Lin*,Yuanyuan Wang*, Yi Guo*. IPNet: An Interpretable Network with Progressive Loss for Whole-stage Colorectal Disease Diagnosis. IEEE Transactions on Medical Imaging, 2025
2. Chengkang Li, Yishen Mao, Shuyu Liang, Ji Li*, Yuanyuan Wang*, Yi Guo*. Deep causal learning for pancreatic cancer segmentation in CT sequences. Neural Networks, 2024, 175:(article number)106294(1-16)
3. Shuyu Liang, Sicheng Xu, Shichong Zhou, Cai Chang, Zhiming Shao, Yuanyuan Wang, Sheng Chen*, Yunxia Huang*, Yi Guo*. IMAGGS: a radiogenomic framework for identifying multi-way associations in breast cancer subtypes. Journal of Genetics and Genomics, 2024,51:443-453
4. Lihong Huang, Jin Zhou, Jing Jiao, Shichong Zhou, Cai Chang, Yuanyuan Wang, Yi Guo*. Standardization of ultrasound images across various centers: M2O-DiffGAN bridging the gaps among unpaired multi-domain ultrasound images. Medical Image Analysis, 2024,95:(article number)103187(1-15)
5. Jing Jiao, Jin Zhou, Xiaokang Li, Menghua Xia, Yi Huang, Lihong Huang, Na Wang, Xiaofan Zhang, Shichong Zhou, Yuanyuan Wang, Yi Guo*. USFM: A universal ultrasound foundation model generalized to tasks and organs towards label efficient image analysis. Medical Image Analysis, 2024,96:(article number)103202(1-14)
6. Jing Jiao, Hongshuang Sun, Yi Huang, Menghua Xia, Mengyun Qiao, Yunyun Ren, Yuanyuan Wang*, Yi Guo*. GMRLNet: A graph-based manifold regularization learning framework for placental insufficiency diagnosis on incomplete multimodal ultrasound data. IEEE Transactions on Medical Imaging, 2023, 42(11): 3205-3218.
7. Xiaokang Li, Menghua Xia, Jing Jiao, Shichong Zhou, Cai Chang, Yuanyuan Wang∗, Yi Guo*. HAL-IA: A Hybrid Active Learning framework using Interactive Annotation for medical image segmentation, Medical Image Analysis, 2023, 88:102862.
8. Menghua Xia, Hongbo Yang, Yanan Qu, Yi Guo*, Guohui Zhou, Feng Zhang, Yuanyuan Wang*. Multilevel structure-preserved GAN for domain adaptation in intravascular ultrasound analysis. Medical Image Analysis, 2022, 82:(article number)102614(1-14).
9. Zixia Zhou, Yi Guo*, Yuanyuan Wang*. Ultrasound deep beamforming using a multiconstrained hybrid generative adversarial network. Medical Image Analysis, 2021, 71 102086.
10. Yanran Du, Zhou Fang, Jing Jiao, Guannan Xi, Chen Zhu,Yunyun Ren*,Yi Guo*, Yuanyuan Wang*. Application of ultrasound-based radiomics technology in fetal lung texture analysis in pregnancies complicated by gestational diabetes or pre-eclampsia. Ultrasound in Obstetrics & Gynecology, 2021, 57:804-812.
11. Zixia Zhou, Yi Guo*, Yuanyuan Wang*. Handheld ultrasound video high-quality reconstruction using a low-rank representation multipathway generative adversarial network. IEEE Transactions on Neural Networks and Learning Systems, 2021, 32(2):575-588
专著:
1、信号与通信系统,清华大学出版社,2024.
2、医学图像处理,人民卫生出版社,2024
科研情况:
主持科技部重点研发子课题、基金委重点、面上、青年基金
上海市科委、教委重点项目等
荣誉:
国家高层次人才计划
国家高层次人才青年项目入选者
《信号与通信系统》获批国家级一流本科课程
《医学成像技术》获批上海高校市级重点课程
获奖情况:
上海市教学成果一等奖、二等奖
全国大学生生物医学工程创新设计竞赛一等奖(指导教师)
上海市医学科技二等奖
中国国际高新技术成果交易会优秀产品奖
全国党建工作样板支部(支部书记)