对于CT图像平滑的新方法:用于内核转换的四边子双边过
Mahmoud Nasr1, Adam Piórkowski2, Krzysztof Brzostowski3
1Department of Biocybernetics and Biomedical Engineering, AGH University of Krakow, Krakow, Poland; Sano Centre for Computational Medicine, Krakow, Poland.
Computers in biology and medicine
|August 8, 2025
概括
本研究引入了一种四边子双边波器 (QBF),用于无原始数据的计算机断层扫描 (CT) 图像. 在清晰的内核重建中,QBF有效地降低了噪音,保留了解剖细节,以改善医学成像诊断.
科学领域:
- 医疗成像医学成像
- 图像处理 图像处理
- 计算数学 计算数学 计算数学
背景情况:
- 在没有原始投影数据的情况下,去除重建的计算机断层扫描 (CT) 图像是具有挑战性的,特别是由于尖的内核会引起高频噪声.
- 现有的方法通常需要原始数据或依赖于灰度过,限制了它们对已经重建的图像的有效性.
研究的目的:
- 开发一种创新的方法,在重建后消除利的核CT图像.
- 通过减轻内核引起的噪音,提高CT图像的质量,同时保持解剖结构.
主要方法:
- 开发了一个四边子双边波器 (QBF),将四边子数学与双边波器集成在一起.
- 表达的CT扫描以四边形形式,编码RGB频道在一起进行统一处理.
- 直接将QBF应用于重建的清晰内核图像,使用配对数据来模拟软内核输出.
主要成果:
- 与传统的双边过器 (BF),非局部介质 (NLM),波形和卷积神经网络 (CNN) 方法相比,QBF表现出优异的无色化性能.
- 在B50f重建中实现了高性能指标,包括0.96的结构相似度指数 (SSIM) 和36.3的峰值信号噪声比 (PSNR).
- 基于细分的验证证实,QBF过图像保留了用于诊断的基本结构细节.
结论:
- 四边子双边波器 (QBF) 是一种有效和高效的方法,用于重建后的CT图像消噪.
- 为了提高CT图像质量,QBF为深度学习模型提供了一个轻量级,可解释的替代方案.
- 这种方法成功地解决了在没有原始投影数据的情况下进行denoising的挑战,提高了诊断实用性.
相关概念视频
Computed Tomography
6.2K
Tomography refers to imaging by sections. Computed tomography (CT) is a non-invasive imaging technique that uses computers to analyze several cross-sectional X-rays to reveal minute details about structures in the body.
The technique was invented in the 1970s and is based on the principle that as X-rays pass through the body, they are absorbed or reflected at different levels. In the technique, a patient lies on a motorized platform while a computerized axial tomography (CAT) scanner rotates...
The technique was invented in the 1970s and is based on the principle that as X-rays pass through the body, they are absorbed or reflected at different levels. In the technique, a patient lies on a motorized platform while a computerized axial tomography (CAT) scanner rotates...
6.2K
Curvilinear Motion: Rectangular Components
628
Curvilinear motion characterizes the movement of a particle or object along a curved path, notably evident when envisioning a car navigating a winding road. If the car starts at point A, its position vector is established within a fixed frame of reference, where the ratio of the position vector to its magnitude signifies the unit vector pointing in the position vector's direction.
As the car advances, its position evolves over time. Quantifying the car's velocity involves computing the...
As the car advances, its position evolves over time. Quantifying the car's velocity involves computing the...
628
Reconstruction of Signal using Interpolation
337
Signal processing techniques are essential for accurately converting continuous signals to digital formats and vice versa. When a continuous signal is sampled with a period T, the resulting sampled signal exhibits replicas of the original spectrum in the frequency domain, spaced at intervals equal to the sampling frequency. To handle this sampled signal, a zero-order hold method can be applied, which creates a piecewise constant signal by retaining each sample's value until the next...
337
Imaging Studies III: Computed Tomography
50
DefinitionComputed Tomography (CT) of the genitourinary (GU) tract is a non-invasive imaging modality that utilizes X-rays and computer processing to generate detailed cross-sectional images of the urinary system, encompassing the kidneys, ureters, bladder, and adjacent structures such as the adrenal glands.PurposeCT scans of the GU tract serve several diagnostic and therapeutic purposes, including:Diagnosis of Urinary Tract Diseases: Detects kidney stones, tumors, cysts, and congenital...
50
Imaging Studies I: CT and MRI
443
Introduction: MRI and CT scans are crucial advancements in medical imaging techniques, playing a vital role in diagnosing conditions related to the gastrointestinal (GI) system. Each scan serves distinct purposes, targets specific areas, and requires unique nursing duties.
Description of the Procedures
Computed Tomography (CT) scan:
Computed Tomography (CT) scans use X-ray technology to generate detailed images of bones, organs, and tissues. During the scan, the patient lies on a moving table...
Description of the Procedures
Computed Tomography (CT) scan:
Computed Tomography (CT) scans use X-ray technology to generate detailed images of bones, organs, and tissues. During the scan, the patient lies on a moving table...
443
Curvilinear Motion: Normal and Tangential Components
465
When a car traverses a curved road, its motion can be elucidated by breaking it down into tangential and normal components. The car-centric coordinates attached to the vehicle move with it.
The positive direction of the t-axis aligns with the increasing position of the car along the curved path, denoted by the unit vector ut. Simultaneously, the n-axis, perpendicular to the t-axis, dissects the curved path into differential arc segments, each forming the arc of a circle with a radius of...
The positive direction of the t-axis aligns with the increasing position of the car along the curved path, denoted by the unit vector ut. Simultaneously, the n-axis, perpendicular to the t-axis, dissects the curved path into differential arc segments, each forming the arc of a circle with a radius of...
465


