夏迪梦
职位:研究助理教授
邮箱:xiadm@sustech.edu.cn
研究方向:X射线CT成像与伪影校正方法
个人简介
夏迪梦,南方科技大学研究助理教授,副研究员,硕士生导师。2023年6月毕业于首都师范大学数学科学学院,获理学博士学位。主要研究领域为CT成像理论与应用技术。在Optics Express、Physica Scripta、lnverse Problems、Physics in Medicine & Biology等国际著名期刊上发表多篇学术论文,并申请多项发明专利。主持深圳市科创局青年C类项目;作为子课题负责人参与国家重点研发计划;参与国自然数学天元基金交叉重点专项、中心精准医疗项目,针对医学锥束CT成像系统、工业CT快速成像系统进行相关重建算法和伪影去除算法研究。
代表论文
[1] Dimeng Xia, Shusen Zhao, Huitao Zhang*, Yining Zhu, Xing Zhao, and Peng Zhang, "An iterative method for simultaneous reduction on beam-hardening and scatter artifacts in x-ray CT," Physica Scripta, vol. 98, no. 4, 2023.
[2] Dimeng Xia#, Zhizhong Ran#, Huanjie Tao, Xiangyuan Liu, Shusen Zhao*, "An Iterative Limited-angle Computed Tomography Reconstruction Method Based on Diffusion Model (iDM) for Panel-Style Industrial Assemblies," Optics Express, vol. 33, no. 24, pp. 50230-50247, 2025.
[3] Genwei Ma#, Dimeng Xia#, and Shusen Zhao*, "Multi-Domain Information Fusion Diffusion Model (MDIF-DM) for Limited-Angle Computed Tomography," Journal of X-Ray Science and Technology, vol. 33, no. 7, pp. 935-944, 2025.
[4] Genwei Ma#, Dimeng Xia#, Yutong He and Shusen Zhao*, "Learned proximal gradient flow matching for limited-angle CT reconstruction", Physics in Medicine and Biology, 2026, Accepted. http://iopscience.iop.org/article/10.1088/1361-6560/aeb221.
[5] Qi Zhu, Dimeng Xia*, Shusen Zhao*, “A Fast Limited-angle CT Reconstruction Method Based on Diffusion Model”, 18th International Meeting on Fully Three-Dimensional Image Reconstruction in Radiology and Nuclear Medicine, Shanghai, China, 2025.
[6] Mengyu Sun, Dimeng Xia*, Shusen Zhao, Weibin Zhang, and Yaobin He*, "A CT Image Denoising Method Based on Projection Domain Feature," 2025, arXiv:2412.06135 [eess.IV].
[7] Shusen Zhao, Dimeng Xia, and Xing Zhao*, "A fast image reconstruction method for planar objects CT inspired by differentiation property of Fourier transform (DPFT)," Inverse Problems, vol. 37, no. 7, p. 075001, 2021.
[8] Zhizhong Ran, Dimeng Xia, Shusen Zhao*, et al., “Diffusion Model Based Limited-angle CT Reconstruction for Flat Objects,” 8th International Conference on Image Formation in X-Ray Computed Tomography, Bamberg, Germany, 2024. (Oral presentation)
[9] 李梦磊, 夏迪梦, 林国杨, 赵树森*, 基于CT扫描的锂电池Mylar膜破损智能检测方法, CT理论与应用研究, vol. 34, no. 4, 511-519, 2025.
获奖情况及荣誉
2022年第十七届中国体视学与图像分析学术会议优秀报告