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Conventional mammographic image generation in dual-energy digital mammography

机译:双能数字乳腺摄影中的常规乳腺摄影图像生成

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Dual-energy digital mammography (DEDM) can generate tissue-subtracted calcification image for improving the detectability of breast calcifications. However, the masses, if present, are missing in the tissue-subtracted calcification image. This paper proposes an algorithm to generate conventional mammographic image by DEDM images based on a multi-scale decomposition and reconstruction architecture with Gaussian filters. Firstly, calibration coefficients are measured at different kVp to correct the original LE and HE. Secondly, the LE and HE images are decomposed into multi-scale components. Thirdly, the components at different scale of the two images are weighted based on a similarity measure to generate new components. Finally, the conventional mammographic image is reconstructed by these new components using noise suppression technique. The proposed method was validated by different breast phantoms on two commercially available full-field digital mammography systems. Results show that the method is effective and the reconstructed image has similar grayscale, contrast and noise level to the corresponding conventional mammogram. Therefore, both the calcification image and conventional mammogram-like image can be generated; the patient will not need more exposure to get the conventional mammogram in DEDM.
机译:双能数字乳腺X线摄影术(DEDM)可以生成减去组织的钙化图像,以提高乳房钙化的可检测性。但是,如果减去组织,则在钙化图像中会丢失肿块(如果存在)。提出了一种基于高斯滤波器的多尺度分解与重建架构,利用DEDM图像生成常规乳腺X线摄影图像的算法。首先,在不同的kVp下测量校准系数,以校正原始的LE和HE。其次,将LE和HE图像分解为多尺度分量。第三,基于相似性度量对两个图像的不同比例的分量进行加权,以生成新的分量。最后,使用噪声抑制技术通过这些新组件重建常规的乳房X线照片。所提出的方法已在两个市售的全视野数字乳房X线摄影系统上通过不同的乳房幻像进行了验证。结果表明,该方法是有效的,并且重建后的图像具有与相应的常规乳房X线照片相似的灰度,对比度和噪声水平。因此,既可以生成钙化图像,又可以生成常规的乳房X射线照片。患者将不需要更多的暴露就可以在DEDM中获得常规的乳房X线照片。

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