CT projection metal trace complementing metal artifact correction method based on U-net
The invention belongs to the technical field of computer medical imaging, and discloses a CT projection metal trace complementing metal artifact correction method based on U-net, which comprises the steps of making a CT projection image sample data set based on CT projection image characteristics; o...
Gespeichert in:
Hauptverfasser: | , , , , , , , , |
---|---|
Format: | Patent |
Sprache: | chi ; eng |
Schlagworte: | |
Online-Zugang: | Volltext bestellen |
Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
Zusammenfassung: | The invention belongs to the technical field of computer medical imaging, and discloses a CT projection metal trace complementing metal artifact correction method based on U-net, which comprises the steps of making a CT projection image sample data set based on CT projection image characteristics; optimizing a U-net network structure, designing a loss function for the optimized U-net network, wherein the loss function is composed of an L2 loss function, a projection image amplitude loss function and a difference loss function of projection sums of all angles; training an optimized U-net network based on the CT projection image sample data set and a loss function; and inputting the CT projection image sample data set into the trained optimized U-net network, and outputting an image after CTprojection metal trace completion. According to the invention, artifacts caused by metal can be effectively eliminated.
本发明属于计算机医学成像技术领域,公开一种基于U-net的CT投影金属迹线补全金属伪影校正方法,包括:基于CT投影图像特性,制作CT投影图像样本数据集;优化U-net网络结构,为优化的U-net网络设计损失函 |
---|