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IMAGE QUALITY IMPROVED VIRTUAL NON-CONTRAST IMAGES GENERATED BY A SPECTRAL COMPUTED TOMOGRAPHY (CT) SCANNER

机译:光谱计算机断层扫描(CT)扫描仪产生的图像质量得到改善的虚拟非对比度图像

摘要

A spectral computed tomography imaging system (102) includes a radiation source (112) configured to emit x-ray radiation and a detector array (114) configured to detect x-ray radiation and generate spectral data. The spectral imaging system further includes a memory (134) configured to store a virtual non-contrast image enhancing module (136) that includes computer executable instructions including a neural network trained to produce image quality enhanced virtual non-contrast images. The neural network is trained with training spectral data and training non-contrast-enhanced images generated from a non- contrast-enhanced scan. The spectral imaging system further includes a processor (132) configured to process the spectral data with the trained neural network to produce the image quality enhanced virtual non-contrast images.
机译:光谱计算机断层摄影成像系统(102)包括被配置为发射X射线辐射的辐射源(112)和被配置为检测X射线辐射并产生光谱数据的检测器阵列(114)。光谱成像系统还包括被配置为存储虚拟非对比度图像增强模块(136)的存储器(134),该模块包括计算机可执行指令,该计算机可执行指令包括被训练以产生图像质量增强的虚拟非对比度图像的神经网络。用训练光谱数据和训练从非对比增强扫描生成的非对比增强图像来训练神经网络。光谱成像系统还包括处理器(132),该处理器被配置为利用训练后的神经网络处理光谱数据以产生图像质量增强的虚拟非对比度图像。

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