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Computed Tomography Image Compressibility and Limitations of Compression Ratio-Based Guidelines

机译:计算机断层扫描图像可压缩性和基于压缩率的准则的局限性

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摘要

Finding optimal compression levels for diagnostic imaging is not an easy task. Significant compressibility variations exist between modalities, but little is known about compressibility variations within modalities. Moreover, compressibility is affected by acquisition parameters. In this study, we evaluate the compressibility of thousands of computed tomography (CT) slices acquired with different slice thicknesses, exposures, reconstruction filters, slice collimations, and pitches. We demonstrate that exposure, slice thickness, and reconstruction filters have a significant impact on image compressibility due to an increased high frequency content and a lower acquisition signal-to-noise ratio. We also show that compression ratio is not a good fidelity measure. Therefore, guidelines based on compression ratio should ideally be replaced with other compression measures better correlated with image fidelity. Value-of-interest (VOI) transformations also affect the perception of quality. We have studied the effect of value-of-interest transformation and found significant masking of artifacts when window is widened.
机译:为诊断成像找到最佳压缩水平并非易事。模态之间存在显着的可压缩性变化,但是关于模态内的可压缩性变化知之甚少。此外,可压缩性受采集参数的影响。在这项研究中,我们评估了以不同的切片厚度,曝光量,重建滤镜,切片准直度和间距获得的数千个计算机断层扫描(CT)切片的可压缩性。我们证明了曝光,切片厚度和重建滤波器对图像的可压缩性有显着影响,这是由于增加了高频成分并降低了采集信噪比。我们还表明,压缩率不是一个很好的保真度度量。因此,理想情况下,基于压缩率的指导原则应替换为与图像保真度更好相关的其他压缩措施。利益价值(VOI)转换也会影响质量感知。我们研究了兴趣价值转换的效果,并发现当窗口加宽时,伪像的显着掩盖。

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