空间时空正子发射断层扫描重建与衰减和运动校正
Enza Cece1,2, Pierre Meyrat1, Enza Torino2
1Department of Biomedical Engineering and Health Systems, KTH Royal Institute of Technology, 10044 Stockholm, Sweden.
这项研究引入了使用卷积神经网络的先进正子发射断层扫描 (PET) 算法,以改善检测小肺癌病变. 与当前的临床实践相比,这些新方法在检测小肺病变方面表现优越.
科学领域:
- 医疗成像医学成像
- 人工智能在医学中的应用
- 核医学就是核医学.
背景情况:
- 在正子发射断层扫描 (PET) 中检测小癌症病变是具有挑战性的,因为扫描器分辨率有限.
- 目前的PET成像与运动和衰减工件作斗争,进一步复杂化了病变检测.
研究的目的:
- 研究图像注册卷积神经网络与前向建模的集成,以改进PET图像重建.
- 开发和评估新的PET重建算法,以加强检测小肺病变,并结合运动和减弱校正.
主要方法:
- 开发了两种新的PET重建算法,将卷积神经网络与静态数据采集建模 (前进模型) 结合起来.
- 绩效评估使用合成数据,评估小肺病变的检测能力,使用优点数字,视觉检查和理想的观察者模型 (道化酒店观察员).
主要成果:
- 传统的优点数字 (PSNR,RC,SDR) 为评估拟议的算法提供了不确定的结果.
- 视觉检查和道化热点观察器表明,拟议的算法在检测小肺病变方面明显优于当前的临床实践.
结论:
- 拟议的PET重建算法,增强了卷积神经网络和前向建模,证明了小肺病变的检测能力得到了改善.
- 这些先进的算法为PET成像中的长期挑战提供了有希望的解决方案,有可能改善早期癌症诊断.
更多相关视频
06:53Management of Respiratory Motion Artefacts in 18F-fluorodeoxyglucose Positron Emission Tomography using an Amplitude-Based Optimal Respiratory Gating Algorithm
Published on: July 23, 2020
09:03Radiotracer Administration for High Temporal Resolution Positron Emission Tomography of the Human Brain: Application to FDG-fPET
Published on: October 22, 2019
相关概念视频
Positron Emission Tomography
One of the main requirements of a PET scan is a positron-emitting radioisotope, which is produced in a cyclotron and then attached to a substance used by the part of the body...
Computed Tomography
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...
Imaging Studies II: Positron Emission Tomography and Scintigraphy
Fundamental Principles of PET
Electron Microscope Tomography and Single-particle Reconstruction
Electron Tomography
Electron tomography can be performed either in TEM or STEM (scanning transmission...
