-
2026
-
Reliable deep diffusion tensor estimation: Rethinking the power of data-driven optimization routine
MRIdeep learning
Jialong Li†, Zhicheng Zhang†, Yunwei Chen, Qiqi Lu, Ye Wu, Xiaoming Liu, Qianjin Feng, Yanqiu Feng*, Xinyuan Zhang*
Engineering Applications of Artificial Intelligence 181, 115781, 2026
-
Building artificial intelligence virtual tissue (AIVT) for tissue state representation, feature prediction, and dynamic simulation
microscopydeep learningmultimodalspatial omics
Qiqi Lu, Qianjin Feng, Shaoqun Zeng, Shenghua Cheng*
arXiv preprint arXiv:2606.29883, 2026
-
A foundation model for multi-task cross-distribution restoration of fluorescence microscopy images
microscopyfoundation modeldeep learning
Qiqi Lu, Xiuli Liu, Qianjin Feng, Shaoqun Zeng*, Shenghua Cheng*
Nature Communications 17 (1), 3729, 2026
-
CervixFM: A General Foundation Model for Cervical Cytology Image Analysis
pathologyfoundation modeldeep learning
Hua Ye†, Shijie Liu†, Lanjie Pei†, Jiaxin Bai, Qiqi Lu, Junbo Hu, Li Chen, Jing Cai, Xi Feng, Yuwei Xiao, Shaoqun Zeng, Xiuli Liu*, Shenghua Cheng*
Preprint (Research Square), 2026
-
2025
-
Evaluating the performance of large language & visual-language models in cervical cytology screening
pathologymultimodalLLM
Qi Hong†, Shijie Liu†, Liying Wu†, Qiqi Lu, Pinglan Yang, Dingyu Chen, Gong Rao, Xinyi Liu, Hua Ye, Peiqi Zhuang, Wenxiu Yang, Shaoqun Zeng, Qianjin Feng, Xiuli Liu*, Jing Cai*, Shenghua Cheng*
npj Precision Oncology 9 (1), 153, 2025
-
2024
-
MRI Deep Learning-Based Automatic Segmentation of Interventricular Septum for Black-Blood Myocardial T2* Measurement in Thalassemia
MRIdeep learning
Zifeng Lian, Qiqi Lu, Bingquan Lin, Lingjian Chen, Peng Peng, Yanqiu Feng*
Journal of Magnetic Resonance Imaging 60 (2), 651-661, 2024
-
Spherical harmonics-based deep learning achieves generalized and accurate diffusion tensor imaging
MRIdeep learning
Yunwei Chen, Jialong Li, Qiqi Lu, Ye Wu, Xiaoming Liu, Yuanyuan Gao, Yanqiu Feng*, Zhicheng Zhang, Xinyuan Zhang*
IEEE Journal of Biomedical and Health Informatics 29 (1), 456-467, 2024
-
A model-based MR parameter mapping network robust to substantial variations in acquisition settings
MRIdeep learning
Qiqi Lu, Jialong Li, Zifeng Lian, Xinyuan Zhang, Qianjin Feng, Wufan Chen, Jianhua Ma, Yanqiu Feng*
Medical Image Analysis 94, 103148, 2024
-
A fully automatic parenchyma extraction method for MRI T2* relaxometry of iron loaded liver in transfusion-dependent patients
MRIdeep learning
Zifeng Lian, Qiqi Lu, Bingquan Lin, Lingjian Chen, Jian Gong, Qiugen Hu, Huafeng Wang, Yanqiu Feng*
Magnetic Resonance Imaging 109, 18-26, 2024
-
Game theory-based fusion of multimodal magnetic resonance imaging features for glioma grading
MRImultimodaldeep learning
Jiehong Liu, Danlin Lin, Qiqi Lu, Yuanyao Xie, Haolin Chen, Chao Ke, Jing Li, Xiaofei Lv, Yanqiu Feng
Proceedings of SPIE 13270 (MBIE 2024), 2024
-
Kernel learning enables fluorescence microscopic image deconvolution with enhanced performance and speed
microscopydeep learning
Qiqi Lu, Hua Ye, Xiuli Liu, Shaoqun Zeng, Qianjin Feng*, Shenghua Cheng*
Preprint (Research Square), 2024
-
2023
-
Cascade of denoising and mapping neural networks for MRI R2* relaxometry of iron-loaded liver
MRIdeep learning
Qiqi Lu, Changqing Wang, Zifeng Lian, Xinyuan Zhang, Wei Yang, Qianjin Feng, Yanqiu Feng*
Bioengineering 10 (2), 209, 2023
-
Magnetic Resonance R2* Parameter Mapping of Liver Based on Self-supervised Deep Neural Network
MRIdeep learning
Qiqi Lu, Zifeng Lian, Jialong Li, Wenbin Si, Zhaohua Mai, Yanqiu Feng*
Chinese Journal of Magnetic Resonance 40 (3), 258-269, 2023
-
A Fully Automatic Data Processing Method for MRI T2* Relaxometry of Iron Loaded Liver
MRIdeep learning
Zifeng Lian, Qiqi Lu, Yanqiu Feng
2023 ISMRM & ISMRT Annual Meeting & Exhibition, 2023
-
Diffusion Tensor Estimation Using Model-Based Deep Learning
MRIdeep learning
Jialong Li, Qiqi Lu, Yanqiu Feng, Xinyuan Zhang
2023 ISMRM & ISMRT Annual Meeting & Exhibition, 2023
-
2022
-
Diffusion-weighted magnetic resonance imaging in rat kidney using two-dimensional navigated, interleaved echo-planar imaging at 7.0 T
MRI
Qiang Liu, Zhongbiao Xu, Kaixuan Zhao, W. Scott Hoge, Xinyuan Zhang, Yingjie Mei, Qiqi Lu, Thoralf Niendorf, Yanqiu Feng*
NMR in Biomedicine 35 (5), e4652, 2022
-
Efficient six-direction DTI tensor estimation using model-based deep learning
MRIdeep learning
Jialong Li, Qiqi Lu, Qiang Liu, Yanqiu Feng, Xinyuan Zhang
Joint Annual Meeting ISMRM-ESMRMB & ISMRT 31st Annual Meeting, 2022
-
DPG-BUDA: Distortion-free diffusion-weighted renal MRI in small rodents
MRI
Qiang Liu, Yingjie Mei, Quan Tao, Qiqi Lu, Xinyuan Zhang, Yanqiu Feng
Joint Annual Meeting ISMRM-ESMRMB & ISMRT 31st Annual Meeting, 2022
-
2021
-
Distortion-free high-resolution diffusion weighted imaging of mouse brain using diffusion-prepared 3D VF-RARE
MRI
Qiang Liu, Yuanbo Yang, Xinyuan Zhang, Yingjie Mei, Qiqi Lu, Guoxi Xie, Yanqiu Feng
2021 ISMRM & SMRT Annual Meeting & Exhibition, 2021