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在骨单光子发射计算机断层扫描中使用非线性扩散方法评估边缘保留和降噪效果。

Evaluation of edge-preserving and noise-reducing effects using the nonlinear diffusion method in bone single-photon emission computed tomography.

作者信息

Ito Toshimune, Onoguchi Masahisa, Ogata Yuji, Matsusaka Yohji, Shibutani Takayuki

机构信息

Department of Radiology, Saiseikai Yokohamashi Tobu Hospital, Yokohama-City.

Department of Quantum Medical Technology, Graduate School of Medical Sciences, Kanazawa University, Kanazawa.

出版信息

Nucl Med Commun. 2019 Jul;40(7):693-702. doi: 10.1097/MNM.0000000000001028.

Abstract

OBJECTIVES

This study aims to evaluate nonlinear diffusion (NLD) processing to smoothen images while suppressing resolution degradation in single-photon emission computed tomography (SPECT) images. Phantom data were used for NLD method optimization. The resultant optimal settings were used for NLD processing of clinical images.

MATERIALS AND METHODS

Tc was used to simulate tumors and normal soft tissues. Using the data collected, images were reconstructed. Images were processed using various k values and iteration. The background region's coefficient of variation (CV) was determined, and the effects of parameters on image properties were examined. NLD-processed images with optimal parameters were compared with Butterworth (BW)-filtered and nine-point smoothing (SM)-processed images to evaluate smoothing filter properties in real and frequency space. Receiver operating characteristic curve analysis was carried out on NLD-processed and BW048-processed bone SPECT images.

RESULTS

From CVs in background, with NLD, increased k value and iteration led to a low CV, indicating enhanced smoothing effect. At k=0.9, a strong noise-reducing effect with less iteration was achieved. Contrasts and recovery coefficients of NLD were the highest. The visual score for SPECT image quality was significantly higher with NLD than with BW048, BW090, and SM. In the low-frequency and high-frequency ranges, BW048, BW090, and NLD showed similar signal strengths and NLD and BW090 showed high signal strength, respectively. SM processing reduced the signal strength at all frequency ranges. On receiver operating characteristic analysis, noise reduction using NLD processing enhanced diagnostic performance than with the use of BW processing.

CONCLUSION

NLD processing of bone SPECT images using optimized parameters enabled smoothing with less resolution degradation.

摘要

目的

本研究旨在评估非线性扩散(NLD)处理在平滑单光子发射计算机断层扫描(SPECT)图像的同时抑制分辨率下降的效果。使用体模数据对NLD方法进行优化。将得到的最佳设置用于临床图像的NLD处理。

材料与方法

使用锝模拟肿瘤和正常软组织。利用收集到的数据重建图像。使用不同的k值和迭代次数对图像进行处理。测定背景区域的变异系数(CV),并检查参数对图像特性的影响。将具有最佳参数的NLD处理图像与巴特沃斯(BW)滤波和九点平滑(SM)处理图像进行比较,以评估在实空间和频率空间中的平滑滤波器特性。对NLD处理和BW048处理的骨SPECT图像进行接收器操作特性曲线分析。

结果

从背景的CV来看,对于NLD,k值增加和迭代次数增加会导致CV降低,表明平滑效果增强。在k = 0.9时,在迭代次数较少的情况下实现了较强的降噪效果。NLD的对比度和恢复系数最高。NLD处理的SPECT图像质量视觉评分显著高于BW048、BW090和SM处理的图像。在低频和高频范围内,BW048、BW090和NLD显示出相似的信号强度,NLD和BW090分别显示出高信号强度。SM处理在所有频率范围内均降低了信号强度。在接收器操作特性分析中,与使用BW处理相比,使用NLD处理进行降噪可提高诊断性能。

结论

使用优化参数对骨SPECT图像进行NLD处理可在分辨率降低较少的情况下实现平滑。

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