Kao E-Fong, Lee Chungnan, Jaw Twei-Shiun, Hsu Jui-Sheng, Liu Gin-Chung
Department of Computer Science and Engineering, National Sun Yat-Sen University, Kaohsiung, Taiwan, ROC.
Acad Radiol. 2006 Apr;13(4):518-25. doi: 10.1016/j.acra.2006.01.009.
For computerized analysis of chest images in the clinical environment, identification of frontal (posteroanterior/anteroposterior) and lateral chest radiographs is an important preprocessing step. In this study, we developed a method to distinguish frontal from lateral views of the chest radiographs based on an analysis of the projection profile.
Projection profile is obtained by projecting a chest image on to the mediolateral axis. Two indices, body symmetry index and background percentage index, are computed from the projection profile. The combination of body symmetry index and background percentage index is used to determine the view of chest radiographs. The method is evaluated on a sample of 2000 frontal and 1000 lateral chest images.
The values of body symmetry index are found to be 1.18 +/- 0.23 and 3.07 +/- 1.42 for frontal and lateral chest images, respectively. The values of background percentage index are found to be 0.03 +/- 0.05 and 0.33 +/- 0.09 for frontal and lateral chest images, respectively. The discrimination is evaluated by linear discriminant analysis and receiver operating characteristic analysis. Area Az under the receiver operating characteristic curve with the combination of the two indices is 0.993.
The method can be used as a preprocessing step for further analysis in chest radiographs.
在临床环境中对胸部图像进行计算机分析时,识别胸部正位(后前位/前后位)和侧位X线片是重要的预处理步骤。在本研究中,我们基于投影轮廓分析开发了一种区分胸部X线片正位和侧位的方法。
通过将胸部图像投影到内外侧轴上获得投影轮廓。从投影轮廓计算出两个指标,即身体对称指数和背景百分比指数。身体对称指数和背景百分比指数的组合用于确定胸部X线片的视图。该方法在2000张胸部正位图像和1000张胸部侧位图像的样本上进行评估。
胸部正位和侧位图像的身体对称指数值分别为1.18±0.23和3.07±1.42。胸部正位和侧位图像的背景百分比指数值分别为0.03±0.05和0.33±0.09。通过线性判别分析和受试者工作特征分析评估判别效果。两个指标组合的受试者工作特征曲线下面积Az为0.993。
该方法可作为胸部X线片进一步分析的预处理步骤。