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首页> 外文期刊>Acta Radiologica >Improvement of detection of hypoattenuation in acute ischemic stroke in unenhanced computed tomography using an adaptive smoothing filter.
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Improvement of detection of hypoattenuation in acute ischemic stroke in unenhanced computed tomography using an adaptive smoothing filter.

机译:使用自适应平滑滤波器改进在未增强的计算机体层摄影中急性缺血性卒中低衰减的检测。

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摘要

Background: Much attention has been directed toward identifying early signs of cerebral ischemia on computed tomography (CT) images. Hypoattenuation of ischemic brain parenchyma has been found to be the most frequent early sign. Purpose: To evaluate the effect of a previously proposed adaptive smoothing filter for improving detection of parenchymal hypoattenuation of acute ischemic stroke on unenhanced CT images. Material and Methods: Twenty-six patients with parenchymal hypoattenuation and 49 control subjects without hypoattenuation were retrospectively selected in this study. The adaptive partial median filter (APMF) designed for improving detectability of hypoattenuation areas on unenhanced CT images was applied. Seven radiologists, including four certified radiologists and three radiology residents, indicated their confidence level regarding the presence (or absence) of hypoattenuation on CT images, first without and then with the APMF processed images. Their performances without and with the APMF processed images were evaluated by receiver operating characteristic (ROC) analysis. Results: The mean areas under the ROC curves (AUC) for all observers increased from 0.875 to 0.929 (P=0.002) when the radiologists observed with the APMF processed images. The mean sensitivity in the detection of hypoattenuation significantly improved, from 69% (126 of 182 observations) to 89% (151 of 182 observations), when employing the APMF (P=0.012). The specificity, however, was unaffected by the APMF (P=0.41). Conclusion: The APMF has the potential to improve the detection of parenchymal hypoattenuation of acute ischemic stroke on unenhanced CT images.
机译:背景:在计算机断层扫描(CT)图像上识别脑缺血的早期迹象已引起了很多关注。缺血性脑实质的低衰减是最常见的早期体征。目的:评价先前提出的自适应平滑滤波器对改善未增强CT图像上急性缺血性卒中实质性低衰减检测的效果。资料和方法:本研究回顾性选择了26例实质性低衰减患者和49例无低衰减的对照组。应用了自适应局部中值滤波器(APMF),该滤波器设计用于提高未增强CT图像上的低衰减区域的可检测性。七位放射线医师,包括四位经认证的放射线医师和三位放射线住院医师,表示他们对CT图像上是否存在低衰减的置信度,首先是不使用APMF处理过的图像,然后是使用APMF处理过的图像。通过接收器工作特性(ROC)分析评估了不使用和使用APMF处理的图像的性能。结果:当放射科医生使用APMF处理的图像进行观察时,所有观察者的ROC曲线下的平均面积(AUC)从0.875增加到0.929(P = 0.002)。使用APMF时,检测低衰减的平均灵敏度显着提高,从69%(182个观测结果中的126个)提高到89%(182个观测结果中的151个)(P = 0.012)。但是,特异性不受APMF的影响(P = 0.41)。结论:APMF有可能改善未增强CT图像对急性缺血性卒中实质性低衰减的检测。

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