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Towards an image quality index in tomographic volume visualization

机译:在层析体积可视化中实现图像质量指标

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Abstract: While the importance of proper segmentation or registration for the results of volume visualization is well-known, the influence of the actual visualization steps has found only little attention so far. From a signal processing point of view, a typical volume visualization pipeline is mostly a sequence of sampling and convolution operations. In this paper, we are interested how image quality in terms of blurring and aliasing artifacts depends on the choice of methods and parameters for these steps. For this purpose, signal transfer from tomographic image acquisition to ray casting visualization is analyzed in frequency space. Deterioration of a test signal along the steps of the pipeline is measured in terms of remaining useful energy and introduced aliasing energy. Effects of changing variables, such as slice thickness, interpolation method, or sampling density on the ray, are experimentally investigated. Quantitative results are related to visible effects, using simulated test data. The presented method may be used to optimize the volume visualization pipeline. Vice versa, for a 3D image with known processing parameters, it may be estimated whether structures of interest will be visible, smoothed out, or hidden among aliasing artifacts. !26
机译:摘要:虽然对体积可视化结果进行适当的分割或配准的重要性众所周知,但到目前为止,实际可视化步骤的影响很少引起关注。从信号处理的角度来看,典型的体积可视化管道主要是一系列采样和卷积操作。在本文中,我们对模糊和混叠伪像方面的图像质量如何取决于这些步骤的方法和参数的选择感兴趣。为此,在频率空间中分析从断层图像采集到射线投射可视化的信号传输。根据剩余有用能量和引入的混叠能量来测量测试信号沿管线台阶的劣化。实验研究了变化的变量(例如切片厚度,插值方法或采样密度)对射线的影响。使用模拟测试数据,定量结果与可见效果相关。所提出的方法可以用于优化体积可视化管线。反之亦然,对于具有已知处理参数的3D图像,可以估计感兴趣的结构在混叠伪影中是否可见,平滑或隐藏。 !26

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