Accelerating image reconstruction of asynchronous optofluidic time-stretch imaging flow cytometry

IF 5 2区 物理与天体物理 Q1 OPTICS Optics and Laser Technology Pub Date : 2025-03-14 DOI:10.1016/j.optlastec.2025.112753
Jiehua Zhou , Zhuo Yin , Yan Ding , Xun Liu , Kaining Yang , Xiao Ma , Xiaoyang Chen , Yaxiaer Yalikun , Du Wang , Cheng Lei
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Abstract

Imaging flow cytometry is a powerful tool for profiling cell samples based on cell morphology. Optofluidic time-stretch imaging flow cytometry enhances this process with high-throughput and high-precision cell analysis capabilities, essential for fields such as cell biology and clinical medicine. The processing platform integrated with ADC and FPGA is crucial for achieving real-time acquisition and analysis of the cell image data. Synchronous sampling simplifies the image reconstruction process and provides good image quality but increases overall system complexity. Conversely, asynchronous sampling can significantly simplify the system structure and enhance flexibility, but it requires a complex algorithm to compensate for deviations between the sampling clock and the pulse repetition frequency, affecting the real-time data processing performance. In this study, we propose a calibration algorithm to accurately reconstruct the optical time-stretch imaging (OTS) image of asynchronous OTS systems. By implementing a portion of the proposed algorithm on the FPGA during the front-end data acquisition process, we achieve up to 26.82 times acceleration in image reconstruction. Furthermore, we leverage thread acceleration to enable asynchronous OTS systems to achieve a frame rate of up to 1066.11 frames per second (FPS), representing the highest reported rate for image reconstruction in asynchronous OTS imaging. This research provides valuable insights into optimizing OTS imaging systems for real-time applications, facilitating the commercialization of optofluidic time-stretch imaging flow cytometry and widespread adoption in clinical applications.
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加速异步光流体时间拉伸成像流式细胞术图像重建
成像流式细胞术是一种基于细胞形态分析细胞样本的强大工具。光流体时间拉伸成像流式细胞术以高通量和高精度的细胞分析能力增强了这一过程,这对细胞生物学和临床医学等领域至关重要。集成ADC和FPGA的处理平台是实现细胞图像数据实时采集和分析的关键。同步采样简化了图像重建过程,提供了良好的图像质量,但增加了整体系统的复杂性。相反,异步采样可以显著简化系统结构,增强灵活性,但需要复杂的算法来补偿采样时钟与脉冲重复频率之间的偏差,影响实时数据处理性能。在本研究中,我们提出了一种校正算法来精确重建异步光学时间拉伸成像(OTS)系统的图像。通过在前端数据采集过程中在FPGA上实现该算法的一部分,我们实现了高达26.82倍的图像重建加速。此外,我们利用线程加速使异步OTS系统能够实现高达每秒1066.11帧(FPS)的帧速率,这代表了异步OTS成像中图像重建的最高速率。该研究为优化OTS成像系统的实时应用提供了有价值的见解,促进了光流体时间拉伸成像流式细胞术的商业化和在临床应用中的广泛采用。
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来源期刊
CiteScore
8.50
自引率
10.00%
发文量
1060
审稿时长
3.4 months
期刊介绍: Optics & Laser Technology aims to provide a vehicle for the publication of a broad range of high quality research and review papers in those fields of scientific and engineering research appertaining to the development and application of the technology of optics and lasers. Papers describing original work in these areas are submitted to rigorous refereeing prior to acceptance for publication. The scope of Optics & Laser Technology encompasses, but is not restricted to, the following areas: •development in all types of lasers •developments in optoelectronic devices and photonics •developments in new photonics and optical concepts •developments in conventional optics, optical instruments and components •techniques of optical metrology, including interferometry and optical fibre sensors •LIDAR and other non-contact optical measurement techniques, including optical methods in heat and fluid flow •applications of lasers to materials processing, optical NDT display (including holography) and optical communication •research and development in the field of laser safety including studies of hazards resulting from the applications of lasers (laser safety, hazards of laser fume) •developments in optical computing and optical information processing •developments in new optical materials •developments in new optical characterization methods and techniques •developments in quantum optics •developments in light assisted micro and nanofabrication methods and techniques •developments in nanophotonics and biophotonics •developments in imaging processing and systems
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