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Pre-processing for image quality improvement in simultaneous DBT and mechanical imaging

机译:在同时进行DBT和机械成像中进行图像质量改善的预处理

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Simultaneous digital breast tomosynthesis (DBT) and mechanical imaging (MI) offer the potential to combine anatomic information from DBT with functional information from MI. This makes it possible to associate tissue stiffness with specific anatomic structures in the breast, a combination that can reduce false-positive findings by using the MI data to discriminate between ambiguous lesions in DBT. This, in turn, will reduce the frequency of negative biopsies. Simultaneous imaging requires that the MI sensor array be present during DBT acquisition. This introduces artifacts, since the sensor is attenuating. Previously, we demonstrated that the DBT reconstruction could be modified to reduce sensor conspicuity in DBT images. In this paper, we characterize the relative attenuation of the breast and the sensor, to calculate the artifact reduction in DBT reconstruction. We concentrate on pre-processing DBT projections prior to reconstruction. Using commercially available a DBT system, we have confirmed that the sensor array does not completely attenuate the x-rays. This suggests that a pre-processing method based upon flat fielding can be used to reduce artifacts. In a proof-of-concept study, we performed flat fielding by combining DBT projections of the MI sensor with and without an anthropomorphic breast phantom. Visual evaluation confirmed substantially improved image quality. The artifacts were reduced throughout the image for all sensor elements. Few residual artifacts are noticeable where the phantom thickness decreases. The investigation of additional pre-processing, including beam hardening correction is ongoing. Future work includes quantitative validation, noise stabilization, and method optimization in virtual clinical trials and subsequent patient studies.
机译:同时进行的数字乳房断层合成(DBT)和机械成像(MI)提供了将DBT的解剖信息与MI的功能信息结合起来的潜力。这使得将组织刚度与乳房中的特定解剖结构相关联成为可能,该组合可通过使用MI数据区分DBT中的模棱两可的病变来减少假阳性结果。反过来,这将减少阴性活检的频率。同时成像要求在DBT采集期间出现MI传感器阵列。由于传感器正在衰减,因此会引入伪影。以前,我们证明可以修改DBT重建以减少DBT图像中的传感器显眼性。在本文中,我们表征了乳房和传感器的相对衰减,以计算DBT重建中的伪影减少量。我们专注于在重建之前对DBT预测进行预处理。使用市售的DBT系统,我们已经确认传感器阵列不会完全衰减X射线。这表明可以使用基于平面场的预处理方法来减少伪像。在概念验证研究中,我们通过将MI传感器的DBT投影与有或没有拟人化的乳房幻象相结合,进行了平场拍摄。视觉评估证实了图像质量的显着改善。对于所有传感器元件,在整个图像中减少了伪影。幻影厚度减小的地方几乎没有残留的伪影。有关其他预处理(包括射束硬化校正)的研究正在进行中。未来的工作包括在虚拟临床试验和后续患者研究中的定量验证,噪声稳定和方法优化。

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