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Faster, Higher Quality Volume Visualization for 3D Medical Imaging

机译:用于3D医学成像的更快,更高质量的体积可视化

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摘要

The two major volume visualization methods used in biomedical applications are Maximum Intensity Projection (MIP) and Volume Rendering (VR), both of which involve the process of creating sets of 2D projections from 3D images. We have developed a new method for very fast, high-quality volume visualization of 3D biomedical images, based on the fact that the inverse of this process (transforming 2D projections into a 3D image) is essentially equivalent to tomographic image reconstruction. This new method uses the 2D projections acquired by the scanner, thereby obviating the need for the two computationally expensive steps currently required in the complete process of biomedical visualization, that is, (i) reconstructing the 3D image from 2D projection data, and (ii) computing the set of 2D projections from the reconstructed 3D image As well as improvements in computation speed, this method also results in improvements in visualization quality, and in the case of x-ray CT we can exploit this quality improvement to reduce radiation dosage. In this paper, demonstrate the benefits of developing biomedical visualization techniques by directly processing the sensor data acquired by body scanners, rather than by processing the image data reconstructed from the sensor data. We show results of using this approach for volume visualization for tomographic modalities, like x-ray CT, and as well as for MRI.
机译:生物医学应用中使用的两种主要的体积可视化方法是最大强度投影(MIP)和体积渲染(VR),这两种方法均涉及从3D图像创建2D投影集的过程。基于这一过程的逆过程(将2D投影转换为3D图像)实际上等同于断层图像重建,我们开发了一种用于3D生物医学图像的非常快速,高质量的体积可视化的新方法。这种新方法使用了扫描仪获取的2D投影,从而避免了在生物医学可视化整个过程中当前需要的两个计算量大的步骤的需要,也就是(i)从2D投影数据重建3D图像,以及(ii )从重建的3D图像中计算2D投影集以及改进的计算速度,此方法还可以提高可视化质量,在X射线CT的情况下,我们可以利用这种质量改进来减少辐射剂量。在本文中,通过直接处理由身体扫描仪获取的传感器数据,而不是通过处理从传感器数据重建的图像数据,来展示开发生物医学可视化技术的好处。我们展示了使用这种方法对X射线CT等断层扫描形式以及MRI进行体积可视化的结果。

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