多次主持国家自然科学基金、科技部重点研发计划、教育部和上海市科委等项目。主编教材2本，发表学术论文700多篇，授权发明专利20多项。曾获国际无线电科学联盟青年科学家奖、上海市优秀学科带头人、上海市优秀曙光学者等称号和国家级教学成果一等奖、上海市教学成果一等奖、上海市科技进步一等奖等多项奖励。
1. Yi HUANG, Jing JIAO, Jinhua YU, Yongping ZHENG, Yuanyuan WANG
Anatomy-inspired model for critical landmark localization in 3D spinal ultrasound volume data
Medical Image Analysis 2025, 103:(article number)103610(1-14)
2. Xin YAN, XiaodongYANG, Lingling JING, Wei GUO, Yingqi WANG, Xinwei SU, Yuanyuan WANG
A contrast-enhanced null subtraction imaging method using dynamic DC bias in ultrafast ultrasound imaging
IEEE Transactions on Ultrasonics Ferroelectrics and Frequency Control 2025,72(6):755-771
3. Junhu FU, Ke CHEN, Qi DOU, Yun GAO, Yiping HE, Pinghong ZJOU, Shengli LIN, Yuanyuan WANG, Yi GUO
IPNet: an interpretable network with progressive loss for whole-stage colorectal disease diagnosis
IEEE Transactions on Medical Imaging 2025,44(2):789-800
4. Shuyu LIANG, Zixia ZHOU, Peng HUANG, Junhu FU, Jing JIAO, Yunxia HUANG, Shichong ZHOU, Guanlin WANG, Yuanyuan WANG, Yi GUO
SURF: a self-supervised deep learning method for reference-free deconvolution in spatial transcriptomics
Advanced Science 2025,43(12)(article number)e05456(1-15)
5. Yi HUANG, Jing JIAO, Jinhua YU, Yongping ZHENG, Yuanyuan WANG
A dual-decomposition spinal X-ray image synthesizer based on three-dimensional spinal ultrasonic data for radiation-free follow-up of scoliosis
IEEE Transactions on Industrial Informatics 2024, 20(4):5784-5793
6. 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)
7. 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)
8. 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:(article number)102862(1-13)
9. 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
10. Xin YAN, Yanxing QI, Yinmeng WANG, Yuanyuan WANG
Regional-lag signed delay multiply and sum beamforming in ultrafast ultrasound imaging
IEEE Transactions on Ultrasonics Ferroelectrics and Frequency Control 2022,69(2):580-591
11. 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)
12. Menghua XIA, Hongbo YANG, Yi HUANG, Yanan QU, Yi GUO, Guohui ZHOU, Feng ZHANG, Yuanyuan WANG
AwCPM-Net: a collaborative constraint GAN for 3D coronary artery reconstruction in intravascular ultrasound sequences
IEEE Journal of Biomedical and Health Informatics 2022,26(7):3047-3058
13. Mengyun QIAO, Chencheng LIU, Zeju LI, Jin ZHOU, Qin XIAO, Shichong ZHOU, Cai CHANG, Yajia GU, Yi GUO, Yuanyuan WANG
Breast tumor classification based on MRI-US images by disentangling modality features
IEEE Journal of Biomedical and Health Informatics 2022,26(7):3059-3067
14. 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
15. Zeju LI, Jinhua YU, Yuanyuan WANG, Hanzhang ZHOU, Haowei YANG, Zhongwei QIAO
DeepVolume: brain structure and spatial connection-aware network for brain MRI super-resolution
IEEE Transactions on Cybernetics 2021,51(7):3441-3454
16. Yanxing QI, Yi GUO, Yuanyuan WANG
Image quality enhancement using a deep neural network for plane wave medical ultrasound imaging
IEEE Transactions on Ultrasonics Ferroelectrics and Frequency Control 2021,68(4):926-934
17. Zixia ZHOU, Yi GUO, Yuanyuan WANG
Ultrasound deep beamforming using a multiconstrained hybrid generative adversarial network
Medical Image Analysis 2021, 71:(article number)102086(1-15)
18. Zixia ZHOU, Yuanyuan WANG, Yi GUO, Yanxing QI, Jinhua YU
Image quality improvement of hand-held ultrasound devices with a two-stage generative adversarial network
IEEE Transactions on Biomedical Engineering 2020,67(1):298-311
19. Zixia ZHOU, Yuanyuan WANG, Yi GUO, Xinming JIANG, Yanxing QI
Ultrafast plane wave imaging with line-scan-quality using an ultrasound-transfer generative adversarial network
IEEE Journal of Biomedical and Health Informatics 2020,24(4):943-956
20. Yinmeng WANG, Yanxing QI, Yuanyuan WANG
A mixed transmitting-receiving beamformer with a robust generalized coherence factor: enhanced resolution and contrast
IEEE Trans. on Ultrasonics Ferroelectrics and Frequency Control 2020,67(8):1573-1589