Automatic image quality evaluation in digital radiography using a modified version of the IAEA radiography phantom allowing multiple detection tasks

IF 2 4区 医学 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Journal of Applied Clinical Medical Physics Pub Date : 2025-01-13 DOI:10.1002/acm2.14599
Ioannis A. Tsalafoutas, Shady AlKhazzam, Virginia Tsapaki, Mohammed Hassan Kharita
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Abstract

Purpose

To evaluate image quality (IQ) of for-processing (raw) and for-presentation (clinical) radiography images, under different exposure conditions and digital image post-processing algorithms, using a phantom that enables multiple detection tasks.

Methods

A modified version of the radiography phantom described in the IAEA Human Health Series No. 39 publication was constructed, incorporating six additional Aluminum (Al) targets of thicknesses both smaller and larger than the standard one. Raw and clinical images were simultaneously acquired using two digital radiography units from different manufacturers, various exposure parameters and different examination protocols. The phantom images were read using the free IAEA software (ATIA) that estimates automatically various IQ-metrics in images of the original phantom. Since in the modified phantom had seven Al targets, images were read seven times, one for each different Al thickness. The IQ-metrics’ values obtained were analyzed to investigate their dependence on incident air kerma on the image receptor, tube potential, examination protocol, image type (raw or clinical), Al-target thicknesses, and manufacturer.

Results

The IQ-metric values calculated using the modified IAEA phantom images can be radically different between raw and clinical images, and between different manufacturers, irrespectively whether only the standard or all the different Al-target thicknesses are considered. The modulation transfer function (MTF) and the signal-to-noise-ratio (SNR) dependence on exposure conditions and post-processing algorithms do not always follow the same trends for raw and clinical images and/or different manufacturers, while the signal-difference-to-noise-ratio (SDNR) and the detectability index (d′), despite their differences, seem more appropriate to characterize IQ. However, the d′ metric, which also considers both MTF and the normalized noise power spectrum (NNPS) should be considered more complete IQ-metric than SDNR.

Conclusions

Though theoretically d′ values should be calculated using raw images, clinical images can be also used, at least for constancy tests.

Abstract Image

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使用允许多个检测任务的原子能机构放射照相虚影的改进版本的数字放射照相中的自动图像质量评估:一个多检测任务原子能机构放射照相虚影。
目的:评估在不同曝光条件和数字图像后处理算法下,用于处理(原始)和用于呈现(临床)的x线摄影图像的图像质量(IQ),使用可实现多个检测任务的幻影。方法:构建了原子能机构人类健康系列第39号出版物中描述的放射照相假体的改进版本,其中包含六个比标准厚度更小和更大的额外铝靶。使用来自不同制造商、不同曝光参数和不同检查方案的两台数字x线摄影设备同时获取原始图像和临床图像。使用免费的IAEA软件(ATIA)读取幻影图像,该软件可以自动估计原始幻影图像中的各种智商指标。由于在改进的幻影中有七个人工智能目标,图像被读取了七次,每次读取一次不同的人工智能厚度。对获得的iq指标值进行分析,以调查其对入射空气温度对图像受体、管电位、检查方案、图像类型(原始或临床)、al靶厚度和制造商的依赖性。结果:无论是仅考虑标准还是考虑所有不同al靶厚度,使用改进的IAEA假体图像计算的IQ-metric值在原始图像和临床图像之间,以及在不同制造商之间都可能存在根本差异。调制传递函数(MTF)和信噪比(SNR)对曝光条件和后处理算法的依赖并不总是遵循原始图像和临床图像以及/或不同制造商的相同趋势,而信噪比(SDNR)和可检测性指数(d')尽管存在差异,但似乎更适合表征智商。然而,同时考虑MTF和归一化噪声功率谱(NNPS)的d'指标应该被认为是比SDNR更完整的智商指标。结论:虽然理论上d'值应该使用原始图像计算,但临床图像也可以使用,至少用于恒常性测试。
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来源期刊
CiteScore
3.60
自引率
19.00%
发文量
331
审稿时长
3 months
期刊介绍: Journal of Applied Clinical Medical Physics is an international Open Access publication dedicated to clinical medical physics. JACMP welcomes original contributions dealing with all aspects of medical physics from scientists working in the clinical medical physics around the world. JACMP accepts only online submission. JACMP will publish: -Original Contributions: Peer-reviewed, investigations that represent new and significant contributions to the field. Recommended word count: up to 7500. -Review Articles: Reviews of major areas or sub-areas in the field of clinical medical physics. These articles may be of any length and are peer reviewed. -Technical Notes: These should be no longer than 3000 words, including key references. -Letters to the Editor: Comments on papers published in JACMP or on any other matters of interest to clinical medical physics. These should not be more than 1250 (including the literature) and their publication is only based on the decision of the editor, who occasionally asks experts on the merit of the contents. -Book Reviews: The editorial office solicits Book Reviews. -Announcements of Forthcoming Meetings: The Editor may provide notice of forthcoming meetings, course offerings, and other events relevant to clinical medical physics. -Parallel Opposed Editorial: We welcome topics relevant to clinical practice and medical physics profession. The contents can be controversial debate or opposed aspects of an issue. One author argues for the position and the other against. Each side of the debate contains an opening statement up to 800 words, followed by a rebuttal up to 500 words. Readers interested in participating in this series should contact the moderator with a proposed title and a short description of the topic
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