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Histogram Matching Extends Acceptable Signal Strength Range on Optical Coherence Tomography Images

机译:直方图匹配扩展了光学相干断层扫描图像上可接受的信号强度范围

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Purpose.: We minimized the influence of image quality variability, as measured by signal strength (SS), on optical coherence tomography (OCT) thickness measurements using the histogram matching (HM) method. Methods.: We scanned 12 eyes from 12 healthy subjects with the Cirrus HD-OCT device to obtain a series of OCT images with a wide range of SS (maximal range, 1a??10) at the same visit. For each eye, the histogram of an image with the highest SS (best image quality) was set as the reference. We applied HM to the images with lower SS by shaping the input histogram into the reference histogram. Retinal nerve fiber layer (RNFL) thickness was automatically measured before and after HM processing (defined as original and HM measurements), and compared to the device output (device measurements). Nonlinear mixed effects models were used to analyze the relationship between RNFL thickness and SS. In addition, the lowest tolerable SSs, which gave the RNFL thickness within the variability margin of manufacturer recommended SS range (6a??10), were determined for device, original, and HM measurements. Results.: The HM measurements showed less variability across a wide range of image quality than the original and device measurements (slope = 1.17 vs. 4.89 and 1.72 ??m/SS, respectively). The lowest tolerable SS was successfully reduced to 4.5 after HM processing. Conclusions.: The HM method successfully extended the acceptable SS range on OCT images. This would qualify more OCT images with low SS for clinical assessment, broadening the OCT application to a wider range of subjects.
机译:目的:我们使用直方图匹配(HM)方法将通过信号强度(SS)测量的图像质量变化对光学相干断层扫描(OCT)厚度测量的影响最小化。方法:我们使用Cirrus HD-OCT设备扫描了来自12位健康受试者的12只眼睛,以在同一次就诊时获得一系列具有宽SS(最大范围1a ?? 10)的OCT图像。对于每只眼睛,将具有最高SS(最佳图像质量)的图像的直方图设置为参考。通过将输入直方图整形为参考直方图,将HM应用于具有较低SS的图像。在HM处理之前和之后自动测量视网膜神经纤维层(RNFL)的厚度(定义为原始和HM测量),并与设备输出进行比较(设备测量)。非线性混合效应模型被用来分析RNFL厚度和SS之间的关系。此外,确定了最低耐受SS,使RNFL厚度在制造商推荐的SS范围(6a≤10)的可变范围内,用于设备,原始和HM测量。结果:与原始和设备测量值相比,HM测量值在较宽的图像质量范围内显示出较小的可变性(斜率分别为1.17、4.89和1.72?m / SS)。 HM处理后,最低可耐受SS成功降低至4.5。结论:HM方法成功地扩展了OCT图像上可接受的SS范围。这将使更多具有低SS的OCT图像合格用于临床评估,从而将OCT应用范围扩大到更广泛的对象。

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