代表性科研论文
1. Q. Lin, X. Ren, B. Zhou, J. Wang, and X. Liu*, “Ultrasound Localization Microscopy Learned from Power Doppler by Uncertainty Frequency Density Estimation and Semantic Consistency Awareness,” Medical Image Analysis 111, 104055, 2026.
2. J. Wang, T. Zhou, G. Zhang, B. Li*, X. Liu*, and D. Ta*, “Pixel-responsive optimization beamforming method for ultrasound transcranial imaging,” Medical Image Analysis 106, 103762, 2025.
3. J. Peng, M. Lu, B. Cai, W. Hu*, Q. Zhou*, and X. Liu*, “Limited-View Signal Recovery with Frequency-Aware Denoising Diffusion and Geometry-Integrated Masked Autoencoders for X-ray Acoustic Tomography,” Photoacoustics, 2026.
4. M. Lu, J. Wang, J. Peng, B. Li, and X. Liu*, “Multi-wavelength Graph Convolutional Network for High-performance Sparse Multispectral Optoacoustic Tomography,” Photoacoustics 46, 100775, 2025.
5. X. Ren, G. Zhang, B. Zhou, W. Gu, X. Jiang, H. Liao*, M. Tang*, and X. Liu*, “Revealing Cerebral Microvascular Changes in Diabetic Rodents with Ultrasound Localization Microscopy,”Diabetes 74, 1469-1479, 2025.
6. M. Lu, Y. Xie, J. Li, W. Gu, L. Sun* and X. Liu*, “Computational Imaging Encryption with Steganography and Lanthanide Luminescent Materials,” Laser & Photonics Reviews, 2401589, 2024.
7. J. Wang, S. Chai, W. Gu, B. Li, X. Jiang, Y. Zhang, H. Liao*, X. Liu*, and D. Ta*, “Screening COVID-19 from Chest X-ray Images by Optical Diffractive Neural Network with the Optimized F number,” Photonics Research 12, 1410-1426, 2024.
8. X. Liu*, T. Zhou, M. Lu, Y. Yang, Q. He, and J. Luo*, “Deep learning for ultrasound localization microscopy,” IEEE Trans. Med. Imaging 39, 3064-3078, 2020.
9. X. Liu, B. Zhang, J. Luo, and J. Bai*, “4-D reconstruction for dynamic fluorescence diffuse optical tomography,” IEEE Trans. Med. Imaging 31, 2120-2132, 2012.
10. X. Liu, F. Liu, Y. Zhang, and J. Bai*, “Unmixing dynamic fluorescence diffuse optical tomography images with independent component analysis,” IEEE Trans. Med. Imaging 30, 1591-1604, 2011.
代表性科研项目（主持）
国家自然科学基金, 颅脑超声定位显微成像理论及关键方法研究
国家自然科学基金, 超高分辨超声成像关键技术研究
国家自然科学基金, 基于单视图的X射线发光断层成像系统及方法研究
国家自然科学基金, 面向活细胞结构和功能的三维单分子成像研究
国家重点研发计划课题，超分辨率颅脑微血流动力学超声成像与定量方法研究