激光生物学报, 2019, 28 (1): 64, 网络出版: 2019-03-23
基于压缩感知和散斑相关法的散射介质成像方法研究
Research on Scattering Medium Imaging Method Based on Compressive Sensing and Speckle Correlation
压缩感知 散射介质成像 散斑相关法 相位恢复算法 compressed sensing scattering medium imaging speckle correlation method phase recovery algorithm
摘要
散射介质成像是生物医学成像领域的一个重要研究方向,对生物医学临床的诊断有着重大的意义。结合散斑相关法和压缩感知技术,提出了一种散射介质成像方法。该方法与传统散射介质成像方法相比,将减少图像采集、图像重建所记录的数据量,提高图像处理的效率,并且降低了系统的搭建成本。试验结果表明,结合TVAL3信号重构算法和双谱分析法的散射图像重建算法,随着采样率的增大,峰值信噪比平稳上升,为散射介质成像方法在生物医学成像领域的运用提供了一种有效方案。
Abstract
Scattering medium imaging is an important research direction in the field of biomedical imaging, and has great significance for the diagnosis of biomedical clinical. Combined with speckle correlation method and compressed sensing technology, a scattering medium imaging method is proposed. Compared with the traditional scattering medium imaging method, the method reduces the amount of data recorded by image acquisition and image reconstruction, improves the efficiency of image processing, and reduces the construction cost of the system. The experimental results show that the SNR image reconstruction algorithm combined with the TVAL3 signal reconstruction algorithm and the bispectrum analysis method increases the peak signal-to-noise ratio with the increase of sampling rate. The noise ratio rises steadily, providing an effective solution for the application of scattering medium imaging methods in the field of biomedical imaging.
董昕, 陈思佳, 李军. 基于压缩感知和散斑相关法的散射介质成像方法研究[J]. 激光生物学报, 2019, 28(1): 64. DONG Xin, CHEN Sijia, LI Jun. Research on Scattering Medium Imaging Method Based on Compressive Sensing and Speckle Correlation[J]. Acta Laser Biology Sinica, 2019, 28(1): 64.