快速压缩感应3D辐射T1映射与不同的稀疏和低等级模型
Antti Paajanen1, Matti Hanhela1, Nina Hänninen1
1Department of Technical Physics, University of Eastern Finland, 70211 Kuopio, Finland.
Journal of imaging
|August 25, 2023
概括
这项研究比较了用于3D辐射定量磁共振成像的压缩传感模型. 最好的模型结合了空间总变化和局部低等级规范化,以获得高质量的T1地图.
科学领域:
- 医疗成像医学成像
- 磁共振成像技术 磁共振成像技术
- 图像重建 图像的重建
背景情况:
- 压缩感应模型对于加速MRI采集至关重要.
- 关于3D辐射定量MRI中稀疏和低级模型的比较性能知识有限.
- T1放松时间映射对于各种诊断应用是必不可少的.
研究的目的:
- 为了比较不同压缩传感规范化模型的性能,用于3D辐射T1映射.
- 确定用于定量MRI重建的最佳压缩传感模型.
- 为了评估重建质量,使用规范化根平均平方误差和结构相似度指数来评估重建质量.
主要方法:
- 利用了3D辐射T1放松时间映射数据.
- 比较总变化,低级别和休伯惩罚函数规范化方法.
- 用模拟和ex vivo样本数据进行模型评估.
- 使用GPU加速的初级-双重近接分割算法解决了大规模的压缩传感模型.
主要成果:
- 结合空间总变化和局部低级规范化的模型表现出卓越的性能.
- 一个包含空间和对比度总变化的模型也显示出了强的结果.
- 重建时间差异很大,低级别的方法比较计算密集 (2-113分钟).
结论:
- 建议将空间总变化和局部低等级规范化的组合用于3D辐射T1映射.
- 图像重建性能受到成像对象的特征的显著影响.
- 高效的GPU实现使高质量的定量MRI可行计算时间.
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