Haimiao Zhang

Research interests

• Computational imaging

• Medical image reconstruction

• Physics and data-driven modeling in deep learning

New Events

• Our chapter "Deep Learning for CT Image Reconstruction" in the book Deep Learning for Biomedical Image Reconstruction (pp. 89-113) is published at Cambridge University Press. 2023. DOI:10.1017/9781009042529.008.

• Our paper "A Review on Deep Learning in Medical Image Reconstruction" wins the JORSC excellent paper award at the Biennial Conference of the Operations Research Society of China, December 16, 2022.

• We win the Rank 5-th place in The DL-Sparse-View CT Challenge. The announcement of the result is posted at the American Association of Physics in Medicine (AAPM) website. Challenge report from the organizer: arXiv:2109.09640.

• 中国体视学学会智能成像分会,青年学术论坛, Online, Monthly. Nov. 2021–Now.

Recent Publications

• Haocheng Ju, Haimiao Zhang\(^\dagger\), Lin Li, Xiao Li, Bin Dong\(^\dagger\). A Comparative Study of Deep Learning and Iterative Algorithms for Joint Channel Estimation and Signal Detection, arXiv:2303.03678. [arXiv ]

• Wang, Hong, Yuexiang Li, Haimiao Zhang, Deyu Meng, Yefeng Zheng. InDuDoNet+: A Model-Driven Interpretable Dual Domain Network for Metal Artifact Reduction in CT Images. In: Medical Image Analysis (2022). Volume 85: 102729, April 2023. DOI: 10.1016/j.media.2022.102729.

• Ce Wang, Kun Shang, Haimiao Zhang, Shang Zhao, Dong Liang, S. Kevin Zhou. Active CT Reconstruction with a Learned Sampling Policy. arXiv preprint, arXiv:2211.01670.

• Wang, Ce, Kun Shang, Haimiao Zhang, Qian Li, and S. Kevin Zhou. “DuDoTrans: Dual‑Domain Transformer for Sparse‑View CT Reconstruction”. In: Machine Learning for Medical Image Reconstruction. 2022, pp. 84–94.

• Wang, Ce, Haimiao Zhang, Qian Li, Kun Shang, Yuanyuan Lyu, Bin Dong, and S. Kevin Zhou. "Improving Generalizability in Limited-Angle CT Reconstruction with Sinogram Extrapolation." MICCAI, pp: 86-96, 2021.

• Zhang, Haimiao, Baodong Liu, Hengyong Yu, and Bin Dong. "MetaInv-Net: Meta Inversion Network for Sparse View CT Image Reconstruction." IEEE Transactions on Medical Imaging. 40(2): 621-634, 2021. [ arXiv]

• Zhang, Haimiao, and Bin Dong. "A Review on Deep Learning in Medical Image Reconstruction." Journal of the Operations Research Society of China. 8(2): 311–340, 2020. [arXiv]

• Zhang, Haimiao, Bin Dong, and Baodong Liu. "JSR-Net: A Deep Network for Joint Spatial-radon Domain CT Reconstruction from Incomplete Data." In ICASSP 2019-2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 3657-3661. IEEE, 2019.[arXiv]

• Zhang, Haimiao, Bin Dong, and Baodong Liu. "A reweighted joint spatial-radon domain CT image reconstruction model for metal artifact reduction." SIAM Journal on Imaging Sciences. 11(1): 707-733, 2018. [arXiv]

• Zhang, Haimiao, Yichuan Dong, and Qibin Fan. "Wavelet frame based Poisson noise removal and image deblurring." Signal Processing. 137: 363-372, 2017. [Journal]

\(^\dagger\): Corresponding author.

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