The Spectral Calibration of Swept-Source Optical Coherence Tomography Systems Using Unscented Kalman Filter

A. T. Zavareh, S. Hoyos
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引用次数: 2

Abstract

The ever-increasing demand for acquiring images at a faster rate and consequently of deeper layers of tissue in swept-source optical coherence tomography (SS-OCT), has motivated researchers to investigate techniques capable of performing fast acquisition without compromising sensitivity. Non-linear spectral sweeps, phase instability, and increased noise levels of swept lasers can cause the image quality to deteriorate, especially if a lower quality light source is used. This work leverages the unscented Kalman filter aiming to alleviate these shortcomings. Using this filter, both the non-idealities of the non-linear sweep and the increased noise levels are accounted for. Simulations show promising performance results in terms of extracting the non-linear spectral sweep as a function of time. The UKF also shows better metrics compared to other versions of the Kalman filter when it comes to tracking non-linearities and hardware implementation complexity giving the method significant advantages in real-time applications of hand-held, portable optical coherence tomography devices.
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扫描源光学相干层析成像系统的无气味卡尔曼滤波光谱定标
在扫描源光学相干断层扫描(SS-OCT)中,以更快的速度获取图像和更深层次的组织的需求不断增长,促使研究人员研究能够在不影响灵敏度的情况下进行快速获取的技术。非线性光谱扫描、相位不稳定和扫描激光的噪声水平增加会导致图像质量恶化,特别是如果使用低质量的光源。这项工作利用无味卡尔曼滤波器旨在减轻这些缺点。使用这种滤波器,非线性扫描的非理想性和增加的噪声水平都被考虑在内。仿真结果表明,该方法在提取随时间变化的非线性谱扫描信号方面取得了良好的性能。与其他版本的卡尔曼滤波器相比,UKF在跟踪非线性和硬件实现复杂性方面也表现出更好的指标,这使得该方法在手持、便携式光学相干断层扫描设备的实时应用中具有显著优势。
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