Siraj Ghassel, Amir Jabbarpour, Jochen Lang, Eric Moulton, Ran Klein
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摘要

背景与目的本研究旨在评估上采样和下采样技术对核医学成像中闪烁成像的噪声特征和相似度指标的影响:方法:使用动态成像进行物理模型研究,生成不同计数统计的可重现静态图像。在保留泊松计数统计和核闪烁成像原理的基础上,比较了使用线性插值的原始上采样和下采样方法,即使用泊松再采样校正的线性插值法(上采样)和滑动窗口求和法(下采样)。对于每种调整大小的方法,我们都用结构相似性指数测量法和均方误差对数来计算调整大小后的图像与在目标网格大小下获取的计数匹配图像的相似性。随后,我们将这些图像质量指标与目标网格尺寸下的两张独立计数匹配图像(代表自然噪声排列造成的差异)的质量指标进行比较,以此作为参考,从而确定最佳的尺寸调整方法:结果:只有在线性插值后进行泊松再采样校正的上采样图像才能生成与目标网格尺寸下采集的图像相似的图像。然而,当缩小系数为 4 时,只有滑动窗口求和法得出的图像相似度指标与目标网格大小一致:这项研究强调了在核医学成像中应用适当的大小调整技术以生成目标网格大小的真实图像的重要性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The effect of resizing on the natural appearance of scintigraphic images: an image similarity analysis.

Background and objective: This study aimed to assess the impact of upsampling and downsampling techniques on the noise characteristics and similarity metrics of scintigraphic images in nuclear medical imaging.

Methods: A physical phantom study using dynamic imaging was used to generate reproducible static images of varying count statistics. Naïve upsampling and downsampling with linear interpolation were compared against alternative methods based on the preservation of Poisson count statistics and principles of nuclear scintigraphic imaging; namely, linear interpolation with a Poisson resampling correction (upsampling) and a sliding window summation method (downsampling). For each resizing method, we computed the similarity of resized images to count-matched images acquired at the target grid size with the structural similarity index measure and the logarithm of the mean squared error. These image quality metrics were subsequently compared to those of two independent count-matched images at the target grid size (representing variance due to natural noise permutations) as a reference to establish an optimal resizing method.

Results: Only upsampled images with the Poisson resampling correction after linear interpolation produced images that were similar to those acquired at the target grid size. For downsampling, both linear interpolation and sliding window summation yielded similar outcomes for a reduction factor of 2. However, for a reduction factor of 4, only sliding window summation resulted in image similarity metrics in agreement with those at the target grid size.

Conclusions: The study underlines the importance of applying appropriate resizing techniques in nuclear medical imaging to produce realistic images at the target grid size.

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