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Compression of multi-slice CT: 2D vs. 3D JPEG 2000 and effects of slice thickness

机译:压缩多切片CT:2D与3D JPEG 2000和切片厚度的影响

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The widespread use of multi-detector CT scanners has been associated with a remarkable increase in the number of CT slices as well as a substantial decrease in the average thickness of individual slices. This increased number of thinner slices has created a marked increase in archival and network bandwidth requirements associated with storage and transmission of these studies. We demonstrate that although compression can be used to decrease the size of these image files, thinner CT slices are less compressible than thicker slices when measured by either a visual discrimination model (VDM) or the more traditional peak signal to noise ratio. The former technique (VDM) suggests that the discrepancy in compressibility between thin and thick slices becomes greater at greater compression levels while the latter technique (PSNR), suggests that this is not the case. Previous studies that we and others have performed suggest that the VDM model probably corresponds more closely with human observers than does the PSNR model. Additionally we demonstrated that the poor relative compressibility of thin sections can be substantially negated by the use of JPEG 2000 3D compression which yields superior image quality at a given level of compression in comparison with 2D compression. Additionally, thin and thick sections are approximately equally compressible for 3D compression with little change with increasing levels of compression.
机译:多探测器CT扫描仪的广泛使用已经与CT片的数量显着增加相关,并且各个切片的平均厚度的大幅减小。这种增加的较薄片已经创造了与这些研究的存储和传输相关的档案和网络带宽要求的显着增加。我们证明,尽管可以使用压缩来减小这些图像文件的大小,但是当通过视觉辨别模型(VDM)或更传统的峰值信号到噪声比测量时,更薄的CT切片比较厚的切片更少于较厚的切片。前一种技术(VDM)表明,在后一种技术(PSNR)的同时,在更大的压缩水平时,薄厚切片之间的压缩性的差异变得更大,表明这不是这种情况。以前的研究表明,VDM模型可能与人类观察者更密切地对应于PSNR模型。另外,我们证明,通过使用JPEG 2000 3D压缩,可以基本上否定薄部分的相对可压缩性,其与2D压缩相比,在给定的压缩水平下产生优异的图像质量。另外,薄且厚的部分对于3D压缩近似可压缩,随着越来越多的压缩水平而变化很小。

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