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NODULE DETECTION IN DIGITAL CHEST RADIOGRAPHY: PART OF IMAGE BACKGROUND ACTING AS PURE NOISE

机译:数字化胸部放射线照相术中的结节检测:纯噪声作用下的图像背景部分

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摘要

There are several factors that influence the radiologist's ability to detect a specific structure/lesion in a radiograph. Three factors that are commonly known to be of major importance are the signal itself, the system noise and the projected anatomy. The aim of this study was to determine to what extent the image background acts as pure noise for the detection of subtle lung nodules in five different regions of the chest. A receiver operating characteristic (ROC) study with five observers was conducted on two different sets of images, clinical chest X-ray images and images with a similar power spectrum as the clinical images but with a random phase spectrum, resulting in an image background containing pure noise. Simulated designer nodules with a full-width-at-fifth-maximum of 10 mm but with varying contrasts were added to the images. As a measure of the part of the image background that acts as pure noise, the ratio between the contrast needed to obtain an area under the ROC curve of 0.80 in the clinical images to that in the random-phase images was used. The ratio ranged from 0.40 (in the lateral pulmonary regions) to 0.83 (in the hilar regions) indicating that there was a large difference between different regions regarding to what extent the image background acted as pure noise; and that in the hilar regions the image background almost completely acted as pure noise for the detection of 10 mm nodules.
机译:有几个因素会影响放射线医师检测放射线照片中特定结构/病变的能力。众所周知,最重要的三个因素是信号本身,系统噪声和预计的解剖结构。这项研究的目的是确定图像背景在多大程度上充当纯噪声,以检测胸部五个不同区域的细微肺结节。在两组不同的图像上进行了接收者操作特征(ROC)研究,这两组图像分别是临床胸部​​X射线图像和具有与临床图像相似的功率谱但具有随机相位谱的图像,从而导致图像背景包含纯净的噪音。在图像上添加了模拟的设计结节,该结节的最大宽度为5mm,但对比度不同。为了测量图像背景中充当纯噪声的部分,使用了在临床图像中获得ROC曲线下0.80区域所需的对比度与在随机相位图像中获得的对比度之间的比率。比率范围从0.40(在肺的外侧区域)到0.83(在肺门区域),这表明在图像背景在多大程度上充当纯噪声方面,不同区域之间存在很大差异。在肺门区域,图像背景几乎完全充当了检测10 mm结节的纯噪声。

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