用于三维体重建的快速变形插值模型质量评估

A. Fadeev, N. Eltonsy, G. Tourassi, Adel Said Elmaghraby
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引用次数: 2

摘要

本研究的目的是评估用于体积渲染的三维体积重建模型。该模型使用了可见人类项目的脑部核磁共振成像数据。特别是磁共振成像 T1 数据。所开发模型的质量与线性插值技术进行了比较。通过递归应用我们的变形技术,在一个区域内提取逐渐变小的子区域,获得了高质量和高精度的插值。所提出的算法非常稳健,有 20 个可调参数,可用于不同的模式。这种变形算法的主要优点是1) 适用于三维空间中平面的一般配置;2) 自动操作;3) 适用于 CT 扫描,无需更改算法和软件。随后,为了使数据可视化,使用了专门的容积渲染卡(TeraRecon VolumePro 1000)。为了在三维空间中显示数据,开发了专门的软件,用于将插值 CT 切片转换为与 VolumePro 卡兼容的三维对象。建议模型与线性插值之间的定量和视觉比较清楚地表明了建议模型的优越性。评估方法是从原始的二维图像堆栈中移除切片,并将其作为参照物,对其他方法进行误差比较。利用平均均方误差和绝对误差进行的误差分析清楚地表明了性能的提高
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Quality evaluation of fast morphing interpolation model for 3D volume reconstruction
The purpose of this study is to evaluate a 3D volume reconstruction model for volume rendering. The model is conducted using brain MRI data of Visible Human Project. Particularly MRI T1 data were used. The quality of the developed model is compared with linear interpolation technique. By applying our morphing technique recursively, taking progressively smaller subregions within a region, a high quality and accuracy interpolation is obtained. The presented algorithm is robust and has 20 adjustable parameters for use with different modalities. The main advantages of this morphing algorithm are: 1) applicability to general configurations of planes in 3D space, 2) automated behavior, 3) applicability to CT scans with no changes in the algorithm and software. Subsequently, to visualize data, a specialized volume rendering card (TeraRecon VolumePro 1000) was used. To represent data in 3D space, special software was developed to convert interpolated CT slices to 3D objects compatible with the VolumePro card. Quantitative and visual comparison between the proposed model and linear interpolation clearly demonstrates the superiority of the proposed model. Evaluation is performed by removing slices from the original stack of 2D images and using them as reference for error comparison among alternative approaches. Error analysis using average Mean Square and Absolute error clearly demonstrates improved performance
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