Deep learning-enabled scan parameter normalization of imaging biomarkers in low-dose lung CT

机译：低剂量肺CT成像生物标志物的扫描参数标准化的深度学习扫描参数

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CT scan parameters are known to strongly affect imaging biomarker quantification and increase variability of measurements. We present a deep learning-enabled recon kernel normalization technique and its effect in emphysema quantification in low-dose lung CT.

机译：已知CT扫描参数强烈影响成像生物标志物量化并增加测量的可变性。我们介绍了一种深入的学习reckE核标准化技术及其在低剂量肺CT中肺气肿定量的影响。

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《International Workshop on Advanced Image Technology》|2018年|707p|共2页
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Hyeongmin Jin; Jong Hyo Kim;
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中图分类 TP391.41-53;
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Kernel; Computed tomography; Machine learning; Biomarkers; Image reconstruction; Standards;

机译：内核;计算断层扫描;机器学习;生物标志物;图像重建;标准;

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1. Deep learning-enabled accurate normalization of reconstruction kernel effects on emphysema quantification in low-dose CT [J] . Jin Hyeongmin, Heo Changyong, Kim Jong Hyo Physics in medicine and biology. . 2019,第13期

机译：能够在低剂量CT中实现对肺气肿定量的重建内核效应的深度学习精确标准化
2. A 3D Probabilistic Deep Learning System for Detection and Diagnosis of Lung Cancer Using Low-Dose CT Scans [J] . Ozdemir Onur, Russell Rebecca L., Berlin Andrew A. IEEE Transactions on Medical Imaging . 2020,第5期

机译：使用低剂量CT扫描检测和诊断肺癌的3D概率深度学习系统
3. Automatic lung segmentation in low-dose chest CT scans using convolutional deep and wide network (CDWN) [J] . Agnes S. Akila, Anitha J., Peter J. Dinesh Neural computing & applications . 2020,第20期

机译：使用卷积深和宽网络（CDWN）的低剂量胸部CT扫描中的自动肺分割
4. Deep learning-enabled scan parameter normalization of imaging biomarkers in low-dose lung CT [C] . Hyeongmin Jin, Jong Hyo Kim 2018 International Workshop on Advanced Image Technology . 2018

机译：低剂量肺部CT中可深度学习的成像生物标志物扫描参数归一化
5. Automated Analysis of Quantitative Image Biomarkers from Low-Dose Chest CT Scans [D] . Liu, Shuang. 2018

机译：从低剂量胸部CT扫描自动分析定量图像生物标志物
6. Low-dose CT scan screening for lung cancer: comparison of images and radiation doses between low-dose CT and follow-up standard diagnostic CT [O] . Koji Ono, Toru Hiraoka, Asami Ono, -1

机译：低剂量CT扫描筛查肺癌：低剂量CT与随访标准诊断性CT的图像和放射剂量比较
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Deep learning-enabled scan parameter normalization of imaging biomarkers in low-dose lung CT

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