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Method and system for the segmentation of lung regions in lateral chest radiographs

机译:胸部X线片中肺区域分割的方法和系统

摘要

A method and system for the automated segmentation of the lung regions in lateral chest radiographs. This is achieved according to the invention by providing an improved computerized, automated method for image segmentation based on gray-level threshold analysis. A unique method for identifying an approximate outer bounds on the extent of the lung fields in the image is performed to restrict the region further analyzed. An iterative global gray-level thresholding method is applied based on the features of a global gray-level histogram. Features of the regions in a binary image constructed at each iteration are identified and subjected to a modified analysis to exclude regions external to the lung field. The initial lung region contour that results from this global process is used to facilitate a novel adaptive local gray level thresholding method. Individual regions-of-interest (ROIs) are placed along the initial contour. The dimensions of the several ROIs are based upon the patient anatomy enclosed therein. A unique procedure is implemented to determine the single gray-level threshold to be applied to the pixels within the individual ROIs. A composite binary image results, and a final contour is constructed to enclose “on” regions thereof. Smoothing processes are applied, including a unique adaptation of a rolling ball method, and fitted polynomial curves are spliced into the final contour.
机译:一种在胸部X光片中自动分割肺区域的方法和系统。根据本发明,这是通过提供一种基于灰度阈值分析的改进的计算机自动的图像分割方法来实现的。执行一种独特的方法来识别图像中肺野范围的近似外部界限,以限制进一步分析的区域。基于全局灰度直方图的特征,采用了迭代全局灰度阈值方法。识别在每次迭代中构造的二进制图像中区域的特征,并进行修改后的分析以排除肺野外的区域。由该全局过程产生的初始肺区域轮廓被用于促进新颖的自适应局部灰度阈值化方法。各个感兴趣区域(ROI)沿初始轮廓放置。几个ROI的尺寸基于其中封装的患者解剖结构。实施独特的过程来确定要应用于各个ROI内像素的单个灰度级阈值。得到合成的二进制图像,并构造最终轮廓以包围“ on”。其区域。应用平滑过程,包括对滚球方法的独特适应,并将拟合的多项式曲线拼接到最终轮廓中。

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