超声平面波压缩传感重建方法使用框架内和框架间的联合多假设和参考框架多假设预测
Lin Tong1, Ping Wang1, Xitao Li1
1State Key Laboratory of Power Transmission Equipment Technology, School of Electrical Engineering, Chongqing University, Chongqing, China.
Ultrasound in medicine & biology
|October 16, 2023
概括
这项研究引入了一种新的平面波多假设预测压缩传感方法用于超声波成像. 该技术显著减少了重建错误和文物,改善了整体图像质量和对比度.
科学领域:
- 医学超声波 医学超声波
- 信号处理 信号处理
- 图像重建 图像的重建
背景情况:
- 超声波平面波成像提供高率,但产生大量的数据,造成系统瓶.
- 压缩传感降低了采样/传输负担,但由于依赖信号稀疏性,图像质量往往降低.
研究的目的:
- 通过结合先前的平面波成像知识来提高超声波信号重建准确度和图像质量.
- 解决超声波中传统压缩传感方法的局限性.
主要方法:
- 提出了一种由视频压缩启发的平面波多假设预测压缩感应重建方法.
- 应用多假设预测和残余重建来增强平面波数据.
- 通过先前,后续和参考框架评估了两个假设获取方案.
主要成果:
- 与基于稀疏性的方法相比,多假设预测方法减少了信号重建错误,并消除了图像工件.
- 改进的假设增强了信号重建和图像质量,导致更高的对比度.
- 在PICMUS和ARFI数据集上在重建错误和图像质量方面表现出卓越的性能.
结论:
- 拟议的方法比超声波成像的传统压缩传感技术有了显著的改进.
- 这种方法有效地减少了超声系统中采样和传输的复杂性.
- 结果验证了该方法在公共数据集上的有效性,提高了诊断能力.
相关概念视频
Reconstruction of Signal using Interpolation
212
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...
212
Computed Tomography
4.5K
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...
4.5K
Ultrasound II: Endoscopic Ultrasound and FibroScan
117
Endoscopic Ultrasound (EUS) and FibroScan are valuable diagnostic tools in gastroenterology and hepatology, each with specific applications and techniques.
Endoscopic Ultrasound (EUS):
Endoscopic Ultrasound (EUS):
117
Imaging Studies II: Ultrasonography
14
IntroductionUltrasonography, or renal ultrasound, is a noninvasive medical imaging technique that uses high-frequency sound waves to visualize the kidneys, ureters, bladder, and surrounding tissues.Indications for Urinary System UltrasonographyUrinary system ultrasonography is indicated in various clinical scenarios, such as:Kidney Stones (Urolithiasis): To detect and monitor the size and presence of kidney or urinary tract stones.Hydronephrosis: To assess the dilation of the renal pelvis and...
14


