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A Statistical Method for Comparing Chest Radiograph Images of MTB Patients

机译:一种比较山地自行车患者胸片影像的统计方法

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摘要

Digital images of chest radiograph taken at different time points may be compared to investigate the effect of treatment on mycobacterium tuberculosis (MTB) patients. One method of comparison is that of visually locating "snow-flakes" which should decrease in area or size with each subsequent image. This paper propose a more objective method; the comparison of image histograms whereby a leftward shift of the histogram indicates a positive effect of treatment. The comparison of two histograms is equivalent to either comparing the corresponding box-plots or the corresponding set of percentiles. However, before the comparison is made the images need to be registered and resized. The results of this study show that the proportion of percentiles (from histogram) can be used as an indicator of treatment effect (or patient's progress). Further the correlations (R{sub}F){sup}2 is shown to be the best similarity measure to indicate the quality of image registration. Finally, this study also shows that a combination of registration and resizing can improve the pair-wise comparison.
机译:可以比较在不同时间点拍摄的胸部X射线照片的数字图像,以研究治疗对结核分枝杆菌(MTB)患者的影响。一种比较方法是在视觉上定位“雪花”,该雪花应随每个后续图像的面积或大小减小。本文提出了一种更客观的方法。图像直方图的比较,其中直方图的左移表示治疗的积极效果。两个直方图的比较等效于比较相应的箱形图或相应的百分位数集。但是,在进行比较之前,需要对图像进行配准和调整大小。这项研究的结果表明,百分位数的比例(来自直方图)可以用作治疗效果(或患者进展)的指标。此外,相关性(R {sub} F){sup} 2被显示为指示图像配准质量的最佳相似性度量。最后,这项研究还表明,配准和调整大小可以改善成对比较。

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