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Lossy JPEG Compression in Quantitative Angiography: the Role of X-ray Quantum Noise

机译:定量血管造影中的有损JPEG压缩:X射线量子噪声的作用

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摘要

In medical imaging, contrary to applications in the consumer market, the use of irreversible or lossy compression is still in its beginnings. This is due to the suspected risk of compromising the diagnostic content. Many studies have been performed, but it was not until 2008 that national activities in different countries resulted in recommendations for the safe use of irreversible image compression in clinical practice. Quantitative coronary angiography (QCA), however, poses a special problem, since here a large variation in published maximum compression factors has strengthened the general concerns about the use of lossy techniques. Up to now, the reason for the variation has not been thoroughly investigated. Reasons for the discrepancies in published compression factors are determined in this study. Since JPEG compression reduces the quantum noise of the X-ray images, the impact of compression is overestimated when interpreting any change in local diameter as an error. By taking into consideration the quantitative effect of quantum noise in QCA, it is shown that the influence of JPEG compression can be neglected for compression factors up to ten at clinically applicable X-ray doses. This limit is comparable to that found by visual analysis for aesthetic image quality. Future studies on image compression effects should take the interaction with quantum noise explicitly into consideration.
机译:在医学成像中,与消费市场中的应用相反,不可逆或有损压缩的使用仍处于起步阶段。这是由于怀疑会损害诊断内容的风险。已经进行了许多研究,但是直到2008年,不同国家的国家活动才提出了在临床实践中安全使用不可逆图像压缩的建议。但是,定量冠状动脉造影(QCA)带来了一个特殊的问题,因为此处公布的最大压缩因子的较大差异已经增强了人们对使用有损技术的普遍关注。到目前为止,尚未对导致这种变化的原因进行彻底调查。在这项研究中确定了已发布的压缩因子差异的原因。由于JPEG压缩减少了X射线图像的量子噪声,因此当将局部直径的任何变化解释为错误时,会高估压缩的影响。通过考虑QCA中量子噪声的定量影响,可以证明在临床适用的X射线剂量下,对于多达十个的压缩因子,可以忽略JPEG压缩的影响。此限制与通过视觉分析得出的美学图像质量相当。未来关于图像压缩效果的研究应明确考虑与量子噪声的相互作用。

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