Ziwen Ke

Ziwen Ke

Postdoctor, Institute for Medical Imaging Technology, School of Biomedical Engineering, Shanghai Jiao Tong University, Shanghai, China.

Publications

Journal papers

[13] Zhuo-Xu Cui, Sen Jia, Jing Cheng, Qingyong Zhu, Yuanyuan Liu, Kankan Zhao, Ziwen Ke, Wenqi Huang, Haifeng Wang, Yanjie Zhu, Leslie Ying, and Dong Liang. IEEE Transactions on Medical Imaging, accepted, 2023. Link

[12] Tianxiao Zhang, Yibo Zhao, Wen Jin, Yudu Li, Rong Guo, Ziwen Ke, Jie Luo, Yao Li, and Zhi-Pei Liang. B1 mapping using pre-learned subspaces for quantitative brain imaging. Magnetic Resonance in Medicine, 2023. Link

[11] Jing Cheng, Zhuo-Xu Cui, Wenqi Huang, Ziwen Ke, Leslie Ying, Haifeng Wang, Yanjie Zhu, and Dong Liang. Learning data consistency and its application to MR dynamic imaging. IEEE Transactions on Medical Imaging, accepted, 2021. Link

[10] Ziwen Ke#, Wenqi Huang#, Jing Cheng, Zhuo-Xu Cui, Sen Jia, Haifeng Wang, Xin Liu, Hairong Zheng, Leslie Ying, Yanjie Zhu, and Dong Liang. Deep Low-rank Priors in Dynamic MR Imaging. IEEE Transactions on Medical Imaging, accepted, 2021. Link

[9] Ziwen Ke#, Zhuo-Xu Cui#, Wenqi Huang, Sen Jia, Jing Cheng, Haifeng Wang, Xin Liu, Hairong Zheng, Leslie Ying, Yanjie Zhu, and Dong Liang. Deep Manifold Learning for Dynamic MR Imaging. IEEE Transactions on Computational Imaging, accepted, 2021. Link

[8] Wenqi Huang#, Ziwen Ke#, Zhuo-Xu Cui, Jing Cheng, Zhilang Qiu, Sen Jia, Yanjie Zhu, and Dong Liang. Deep Low-rank plus Sparse Network for Dynamic MR Imaging. Medical Image Analysis, accepted, 2021. (#co-first author) Link

[7] Huangxuan Zhao#, Ziwen Ke#, Ke Li, Ningbo Chen, Liang Song, Chuansheng Zheng, Dong Liang, and Chengbo Liu. Deep learning enables superior photoacoustic imaging at ultra-low laser dosages. Advanced Science, DOI: 10.1002/advs.202003097, accepted, 2020. (#co-first author) Link

[6] Ziwen Ke, Jing Cheng, Leslie Ying, Hairong Zheng, Yanjie Zhu, Dong Liang. An Unsupervised Deep Learning Method for Multi-coil Cine MRI. Physics in Medicine and Biology, 65(23), 235041, 2020. Link

[5] Ziwen Ke, Yanjie Zhu, Dong Liang. Cascaded Residual Dense Networks for Dynamic MR Imaging with Edge-enhanced Loss Constraint. Investigative Magnetic Resonance Imaging, 24(4): 214-222, 2020. Link

[4] Shanshan Wang#, Ziwen Ke#, Huitao Cheng, Sen Jia, Leslie Ying, Hairong Zheng, Dong Liang. DIMENSION: Dynamic MR Imaging with Both K-space and Spatial Prior Knowledge Obtained via Multi-Supervised Network Training. NMR in Biomedicine, DOI: 10.1002/nbm.4131, 2019.  (#co-first author) Link 

[3] Huangxuan Zhao#, Ziwen Ke#, Ningbo Chen, Ke Li, Lidai Wang, Xiaojing Gong, Wei Zheng, Liang Song, Zhicheng Liu, Dong Liang, Chengbo Liu. A new deep learning method for image deblurring in optical microscopic systems. Journal of Biophotonics, DOI: 10.1002/jbio.201960147, 2019. (#co-first author) Link

[2] Dong Liang, Jing Cheng, Ziwen Ke, Leslie Ying. Deep MRI Reconstruction: Inverse Problems Meet Neural Networks, IEEE Signal Processing Magazine, DOI:10.1109/MSP.2019.2950557, 2019. Link

[1] Shanshan Wang, Huitao Cheng, Leslie Ying, Taohui Xiao, Ziwen Ke, Hairong Zheng and Dong Liang, DeepcomplexMRI: Exploiting deep residual network for fast parallel MR imaging with complex convolution. Magnetic Resonance Imaging, 68, 136-147, 2020. Link

Conference papers

[10] Ziwen Ke, Yibo Zhao, Yudu Li, Rong Guo, Zhi-Pei Liang, and Yao Li. Improved Reconstruction for High-Resolution QSM from Highly Sparse Unsuppressed Water Signals of 1H-MRSI Scans. Proc. 31th Annual Meeting of ISMRM, Toronto, ON, Canada, 2023, No.3237. Oral

[9] Ziwen Ke, Yue Guan, Yudu Li, Yunpeng Zhang, Tianyao Wang, Ziyu Meng, Ting Zhao, Yujie Hu, Ruihao Liu, Huixiang Zhuang, Zhi-Pei Liang, Yao Li. Learned Subspace Model Enables Ultrafast Neonatal Brain MR Imaging. Proc. 30th Annual Meeting of ISMRM, Online, 2022, No.4560.

[8] Ziwen Ke, Zhuo-Xu Cui, Jing Cheng, Leslie Ying, Xin Liu, Hairong Zheng, Yanjie Zhu, Dong Liang. Deep Manifold Learning for Dynamic MR Imaging. Proc. 29th Annual Meeting of ISMRM, Online, 2021, No.1820.

[7] Ziwen Ke, Wenqi Huang, Leslie Ying, Xin Liu, Hairong Zheng, Yanjie Zhu, Dong Liang. A Plug-and-play Low-rank Network Module in Dynamic MR Imaging. Proc. 29th Annual Meeting of ISMRM, Online, 2021, No.2784.

[6] Ziwen Ke, Yanjie Zhu, Jing Cheng, Leslie Ying, Xin Liu, Hairong Zheng, and Dong Liang. An Unsupervised Deep Learning Method for Parallel MR Cardiac Imaging via Time-Interleaved Sampling. Proc. 28th Annual Meeting of ISMRM, Paris, France, 2020, No.1000. Oral

[5] Ziwen Ke, Yanjie Zhu, Jing Cheng, Leslie Ying, Xin Liu, Hairong Zheng, and Dong Liang. Assessment of the Generalization of Learned Unsupervised Deep Learning Method. Proc. 28th Annual Meeting of ISMRM, Paris, France, 2020, No.3630.

[4] Ziwen Ke, Shanshan Wang, Cheng Li, Huitao Cheng, Leslie Ying, Xin liu, Hairong Zheng, Dong Liang. A Cascaded Residual Dense Network for Cardiac MR Imaging. Proc. 27th Annual Meeting of ISMRM, Montreal, QC, Canada, 2019, No.4666.

[3] Ziwen Ke, Shanshan Wang, Huitao Cheng, Leslie Ying, Xin liu, Hairong Zheng, Dong Liang. Multi-supervised Learning in Cross-domain Networks for Cardiac Imaging. Proc. 27th Annual Meeting of ISMRM, Montreal, QC, Canada, 2019, No.4701.

[2] Shanshan Wang, Ziwen Ke, Huitao Cheng, Leslie Ying, Xin liu, Hairong Zheng, Dong Liang. Edge-enhanced Loss Constraint for Deep Learning Based Dynamic MR Imaging. Proc. 27th Annual Meeting of ISMRM, Montreal, QC, Canada, 2019, No.4712.

[1] Shanshan Wang, Ziwen Ke, Huitao Cheng, Leslie Ying, Xin Liu, Hairong Zheng, Dong Liang. Investigation of convolutional neural network based deep learning for cardiac imaging. Proc. 26th Annual Meeting of ISMRM, Paris, France, 2019, No.2786.

Patents

[18] Dong Liang, Yanjie Zhu, Wenqi Huang, Ziwen Ke, Zhuo-Xu Cui, Xin Liu, Hairong Zheng. Image reconstruction model generation and image reconstruction method, device, equipment and medium. CN202110287100.7.

[17] Dong Liang, Yanjie Zhu, Ziwen Ke, Zhuo-Xu Cui, Xin Liu, Hairong Zheng. A deep learning method for dynamic magnetic resonance imaging based on manifold Optimization. CN202011509668.0.

[16] Dong Liang, Yanjie Zhu, Ziwen Ke, Zhuo-Xu Cui, Xin Liu, Hairong Zheng. A deep learning method for dynamic magnetic resonance imaging based on manifold Optimization. PCT/CN2020/137655.

[15] Yanjie Zhu, Dong Liang, Ziwen Ke, Xin Liu, Hairong Zheng. Dynamic medical imaging methods, devices, devices and storage media. PCT/CN2020/117306.

[14] Dong Liang, Yanjie Zhu, Ziwen Ke, Xin Liu, Hairong Zheng. Magnetic resonance film imaging methods, devices, imaging equipment and storage media. PCT/CN2020/117462.

[13] Yanjie Zhu, Dong Liang, Ziwen Ke, Xin Liu, Hairong Zheng. A dynamic medical imaging method, a device, a device and a storage medium. CN202010777250.1.

[12] Dong Liang, Yanjie Zhu, Ziwen Ke, Xin Liu, Hairong Zheng. Dynamic magnetic resonance imaging methods, devices, imaging equipment and storage media. CN202010560886.0

[11] Shanshan Wang, Dong Liang, Ziwen Ke, Xin Liu, Hairong Zheng. A MR cardiac imaging technique based on cross domain convolutional neural network. PCT/CN2019/124239

[10] Dong Liang, Shanshan Wang, Ziwen Ke, Xin Liu, Hairong Zheng. A MR cardiac imaging technique based on multiple supervised convolutional neural networks. PCT/CN2019/124238

[9] Dong Liang, Yanjie Zhu, Ziwen Ke, Xin Liu, Hairong Zheng. An unsupervised deep learning method based on for parallel MR cardiac imaging. CN201911032337.X.

[8] Yanjie Zhu, Dong Liang, Lixian Zhu, Ziwen Ke, Xin Liu, Hairong Zheng. A feature tracking technique of cardiac magnetic resonance based on deep learning. CN201910857479.3.

[7] Yanjie Zhu, Dong Liang, Ziwen Ke, Xin Liu, Hairong Zheng. MR reconstruction methods, devices, storage media and terminal equipment. CN201910654538.7.

[6] Dong Liang, Yanjie Zhu, Ziwen Ke, Xin Liu, Hairong Zheng. A radial golden Angle MR cardiac cine imaging method, apparatus and apparatus. CN201910625835.9.

[5] Yanjie Zhu, Dong Liang, Ziwen Ke, Xin Liu, Hairong Zheng. A parallel MR cardiac imaging technique based on deep learning.CN201910446983.4.

[4] Shanshan Wang, Dong Liang, Ziwen Ke, Xin Liu, Hairong Zheng. A MR cardiac imaging technique based on cross domain convolutional neural network. CN201811611862.2

[3] Dong Liang, Shanshan Wang, Ziwen Ke, Xin Liu, Hairong Zheng. A MR cardiac imaging technique based on multiple supervised convolutional neural networks. CN201811654047.4.

[2] Dong Liang, Qingyong Zhu, Zhuoxu Cui, Ziwen Ke, Zhilang Qiu, Xin Liu, Hairong Zheng. Image reconstruction methods and devices, electronic equipment and machine-readable storage media. PCT/CN2020/136550.

[1] Dong Liang, Qingyong Zhu, Zhuoxu Cui, Ziwen Ke, Zhilang Qiu, Xin Liu, Hairong Zheng. Image reconstruction methods and devices, electronic equipment and machine-readable storage media. CN202011440541.8.