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An Improved Contralateral Subtraction Scheme for Detection of Pulmonary Nodules in Chest Radiographs

机译:一种改进的对侧减法方案,用于检测胸部射线照相中的肺结节

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Contralateral subtraction (C-sub) is a computer-aided diagnosis technique for detecting pulmonary nodules in chest radiographs. This technique enhances nodules in a chest image by subtracting its right/left reversed mirror image from the original image. In this paper we propose an improved C-sub scheme, which uses a ribcage boundary detection method and a global matching method newly proposed in this paper. First, we evaluated the ribcage boundaries detected by the proposed method using 247 images in JSRT database which is a public database. As the result, the complete ribcage boundaries including the top lung parts were detected in good accuracy for 97.6% images and in fair accuracy for 1.6% images. Next, we evaluated the subtraction images obtained by the proposed C-sub scheme using 107 images with nodules in JSRT database, whose subtlety levels are 'very subtle', 'subtle', and 'relatively obvious'. For the evaluation, a radiologist checked whether or not nodules were clearly depicted in the subtraction images. As the result, the radiologist decided that nodules were clearly depicted for 75.7% images.
机译:对侧减法(C-Sub)是一种用于检测胸部射线照片中的肺结节的计算机辅助诊断技术。该技术通过从原始图像中减去其右/左反转镜像来增强胸部图像中的结节。在本文中,我们提出了一种改进的C-Sub方案,它采用了本文新提出的核经镜边界检测方法和全局匹配方法。首先,我们评估了在JSRT数据库中使用247个图像检测到的方法检测到的核电界限,这是一个公共数据库。结果,以良好的精度为97.6%的图像和1.6%图像的精度检测到包括顶部肺部的完整纹体边界。接下来,我们评估了通过在JSRT数据库中的Nodules中的107个图像评估了所提出的C-Sub方案获得的减法图像,其微妙的水平为“非常微妙”,“微妙”和“相对明显”。为了评估,放射科学家检查是否在减法图像中清楚地描绘了结节。结果,放射科医生决定清楚地描绘了75.7%图像的结节。

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