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EFFECTIVENESS OF VISUALISATIONS FOR DETECTION OF ERRORS IN SEGMENTATION OF BLOOD VESSELS

机译:检测血管分割中误差的性能的有效性

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Vascular disease diagnosis often requires a precise segmentation of the vessel lumen. When 3D (Magnetic Resonance Angiography, MRA, or Computed Tomography Angiography, CTA) imaging is available, this can be done automatically, but occasional errors are inevitable. So, the segmentation has to be checked by clinicians. This requires appropriate visualisation techniques. A number of visualisation techniques exist, but there has been little in the way of user studies that compare the different alternatives. In this study we examine how users interact with several basic visualisations, when performing a visual search task, checking vascular segmentation correctness of segmented MRA data. These visualisations are: direct volume rendering (DVR), isosurface rendering, and curved planar reformatting (CPR). Additionally, we examine if visual highlighting of potential errors can help the user find errors, so a fourth visualisation we examine is DVR with visual highlighting. Our main findings are that CPR performs fastest but has higher error rate, and there are no significant differences between the other three visualisations. We did find that visual highlighting actually has slower performance in early trials, suggesting that users learned to ignore them.
机译:血管疾病诊断通常需要血管腔的精确分割。当3D(磁共振血管造影,MRA或计算机断层造影血管造影,CTA)成像可用时,这可以自动完成,但偶尔的错误是不可避免的。因此,必须由临床医生检查细分。这需要适当的可视化技术。存在许多可视化技术,但用户研究的比较不同替代方案的方式几乎没有。在本研究中,我们检查用户在执行视觉搜索任务时如何与几个基本的可视化进行交互,检查分段的MRA数据的血管分割正确性。这些可视化是:直接体积渲染(DVR),异形表面渲染和弯曲平面重新格式化(CPR)。此外,我们检查视觉突出显示潜在错误是否可以帮助用户找到错误,因此我们检查的第四个可视化是DVR,具有可视突出显示。我们的主要研究结果是CPR执行最快但具有更高的错误率,并且其他三个可视化之间没有显着差异。我们确实发现视觉突出显示在早期试验中实际上具有较慢的性能,这表明用户学会了忽略它们。

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