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图像大小调整对闪烁扫描图像自然外观的影响:图像相似性分析

The effect of resizing on the natural appearance of scintigraphic images: an image similarity analysis.

作者信息

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

机构信息

Electrical Engineering and Computer Science, University of Ottawa, Ottawa, ON, Canada.

Department of Physics, Carleton University, Ottawa, ON, Canada.

出版信息

Front Nucl Med. 2025 Feb 6;4:1505377. doi: 10.3389/fnume.2024.1505377. eCollection 2024.

Abstract

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.

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图像的噪声特征和相似性指标的影响。

方法

采用动态成像的物理体模研究来生成具有不同计数统计的可重复静态图像。将基于泊松计数统计的保留和核闪烁成像原理的替代方法与简单的线性插值上采样和下采样进行比较;即,带有泊松重采样校正的线性插值(上采样)和滑动窗口求和方法(下采样)。对于每种调整大小的方法,我们使用结构相似性指数测量和均方误差的对数来计算调整大小后的图像与在目标网格大小下采集的计数匹配图像的相似性。随后将这些图像质量指标与目标网格大小下的两个独立计数匹配图像的指标(代表由于自然噪声排列导致的方差)进行比较,作为建立最佳调整大小方法的参考。

结果

只有在进行线性插值后带有泊松重采样校正的上采样图像生成的图像与在目标网格大小下采集的图像相似。对于下采样,对于缩减因子为2的情况,线性插值和滑动窗口求和产生的结果相似。然而,对于缩减因子为4的情况,只有滑动窗口求和产生的图像相似性指标与目标网格大小下的指标一致。

结论

该研究强调了在核医学成像中应用适当的调整大小技术以在目标网格大小下生成逼真图像的重要性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e1dd/11839826/788540837370/fnume-04-1505377-g001.jpg

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