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Rib suppression in chest radiographs for lung nodule enhancement

机译:胸部X线检查中的肋骨抑制可增强肺结节

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摘要

Lung cancer is one of the malignant tumors with the fastest increasing speed of incidence and death rate. It appears in the form of spherical nodules in a conventional radiograph. However, some lung nodules are not be able to be detected due to their overlap with normal anatomic structures such as ribs and clavicles. In this paper, a rib suppression method based on principle component analysis (PCA) is presented to improve the visibility of lung nodules. Firstly, the rib models are built by using PCA; secondly, the pixel intensity of background is calculated and added to the subtracted image of original image and rib model to recover the original brightness; finally, the border of ribs is detected and smoothed. The JSRT database and dual-energy images were employed to evaluate the rib suppression method. The experiment indicates that when the method is applied on the test images, the ribs can be suppressed substantially. The proposed rib suppression method can improve the visibility of tumor in lung field.
机译:肺癌是发生率和死亡率上升最快的恶性肿瘤之一。在常规放射线照片中,它以球形结节的形式出现。但是,由于某些肺结节与正常的解剖结构(如肋骨和锁骨)重叠,因此无法检测到。本文提出了一种基于主成分分析(PCA)的肋骨抑制方法,以提高肺结节的可见性。首先,使用PCA建立肋骨模型。其次,计算背景的像素强度,并将其与原始图像相减后的图像和肋骨模型相加,以恢复原始亮度。最后,检测并平滑肋骨的边界。 JSRT数据库和双能图像被用来评估肋骨抑制方法。实验表明,当该方法应用于测试图像时,可以基本上抑制肋骨。所提出的肋骨抑制方法可以提高肿瘤在肺野中的可见性。

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