Publications
A collection of my research work.
2026
Bridging Radiology and Pathology Foundation Models via Concept-Based Multimodal Co-Adaptation
Yihang Chen, Yanyan Huang, Weiqin Zhao, Fangji Qian, Fuying Wang, Peixiang Huang, Yu Fu, Feng Wu, Li Liang, Lequan Yu
International Conference on Learning Representations (ICLR), 2026
FADFNet: A Fine-tunable and Adaptive Decomposition-Fusion Network for Cross-dataset Low-dose CT and Low-dose PET Image Reconstruction
Fangji Qian, Weitao Wang, Yanyan Huang, Meng Niu, Yuanxue Gao, Zihao Zhao, Kuangyu Shi, Lequan Yu, Yu Fu, Cheng Zhuo
Medical Image Analysis, 2026
2025
Knowledge-Guided Adaptation of Pathology Foundation Models Effectively Improves Cross-domain Generalization and Demographic Fairness
Yanyan Huang, Weiqin Zhao, Zhengyu Zhang, Yihang Chen, Yu Fu, Feng Wu, Yuming Jiang, Li Liang, Shujun Wang, Lequan Yu†
Nature Communications, 2025
Bridging Radiological Images and Factors with Vision-Language Model for Accurate Diagnosis of Proliferative Hepatocellular Carcinoma
Yanyan Huang, Wanli Zhang, Peixiang Huang, Yu Fu, Ruimeng Yang, Lequan Yu†
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025
Towards Multi-scenario Generalization: Text-Guided Unified Framework for Low-Dose CT and Total-Body PET Reconstruction
Weitao Wang, Yanyan Huang, Shunjie Dong, Le Xue, Kuangyu Shi, Yu Fu
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025
2024
MPGAN: Multi Pareto Generative Adversarial Network for the denoising and quantitative analysis of low-dose PET images of human brain
Yu Fu, Shunjie Dong, Yanyan Huang, Meng Niu, Chao Ni, Lequan Yu, Kuangyu Shi, Zhijun Yao, Cheng Zhuo
Medical Image Analysis (MedIA), 2024
Sex-dependent nonlinear Granger connectivity patterns of brain aging in healthy population
Yu Fu, Le Xue, Meng Niu, Yuanhang Gao, Yanyan Huang, Hong Zhang, Mei Tian, Cheng Zhuo
Progress in Neuro-Psychopharmacology and Biological Psychiatry (PNP), 2024
2023
Conslide: Asynchronous hierarchical interaction transformer with breakup-reorganize rehearsal for continual whole slide image analysis
Yanyan Huang, Weiqin Zhao, Shujun Wang, Yu Fu, Yuming Jiang, Lequan Yu†
Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), 2023
OTFPF: Optimal transport based feature pyramid fusion network for brain age estimation
Yu Fu#, Yanyan Huang#, Zhe Zhang, Shunjie Dong, Le Xue, Meng Niu, Yunxin Li, Zhiguo Shi, Yalin Wang, Hong Zhang, Mei Tian, Cheng Zhuo
Information Fusion, 2023
HDNet: Hierarchical dynamic network for gait recognition using millimeter-wave radar
Yanyan Huang, Yong Wang, Kun Shi, Chaojie Gu, Yu Fu, Cheng Zhuo, Zhiguo Shi
ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2023
SFCNeXt: a simple fully convolutional network for effective brain age estimation with small sample size
Yu Fu, Yanyan Huang, Shunjie Dong, Yalin Wang, Tianbai Yu, Meng Niu, Cheng Zhuo
2023 IEEE 20th International Symposium on Biomedical Imaging (ISBI), 2023
AIGAN: Attention--encoding Integrated Generative Adversarial Network for the reconstruction of low-dose CT and low-dose PET images
Yu Fu, Shunjie Dong, Meng Niu, Le Xue, Hanning Guo, Yanyan Huang, Yuanfan Xu, Tianbai Yu, Kuangyu Shi, Qianqian Yang, Yiyu Shi, Hong Zhang, Mei Tian, Cheng Zhuo
Medical Image Analysis, 2023
2022
Altered nonlinear Granger causality interactions in the large-scale brain networks of patients with schizophrenia
Yu Fu, Meng Niu, Yuanhang Gao, Shunjie Dong, Yanyan Huang, Zhe Zhang, Cheng Zhuo
Journal of Neural Engineering, 2022
Active index: an integrated index to reveal disrupted brain network organizations of major depressive disorder patients
Yu Fu, Yanyan Huang, Meng Niu, Le Xue, Shunjie Dong, Shunlin Guo, Junqiang Lei, Cheng Zhuo
2022 IEEE 19th international symposium on biomedical imaging (ISBI), 2022