成像体模
迭代重建
图像质量
扫描仪
探测器
螺旋(铁路)
人工智能
计算机视觉
计算机科学
图像噪声
噪音(视频)
卷积(计算机科学)
数学
物理
光学
图像(数学)
数学分析
人工神经网络
作者
Thomas Flohr,Herbert Bruder,Karl Stierstorfer,Martin Petersilka,Bernhard Schmidt,Cynthia H. McCollough
摘要
The authors present and evaluate concepts for image reconstruction in dual source CT (DSCT). They describe both standard spiral (helical) DSCT image reconstruction and electrocardiogram (ECG)‐synchronized image reconstruction. For a compact mechanical design of the DSCT, one detector (A) can cover the full scan field of view, while the other detector (B) has to be restricted to a smaller, central field of view. The authors develop an algorithm for scan data completion, extrapolating truncated data of detector (B) by using data of detector (A). They propose a unified framework for convolution and simultaneous 3D backprojection of both (A) and (B) data, with similar treatment of standard spiral, ECG‐gated spiral, and sequential (axial) scan data. In ECG‐synchronized image reconstruction, a flexible scan data range per measurement system can be used to trade off temporal resolution for reduced image noise. Both data extrapolation and image reconstruction are evaluated by means of computer simulated data of anthropomorphic phantoms, by phantom measurements and patient studies. The authors show that a consistent filter direction along the spiral tangent on both detectors is essential to reduce cone‐beam artifacts, requiring truncation of the extrapolated (B) data after convolution in standard spiral scans. Reconstructions of an anthropomorphic thorax phantom demonstrate good image quality and dose accumulation as theoretically expected for simultaneous 3D backprojection of the filtered (A) data and the truncated filtered (B) data into the same 3D image volume. In ECG‐gated spiral modes, spiral slice sensitivity profiles (SSPs) show only minor dependence on the patient's heart rate if the spiral pitch is properly adapted. Measurements with a thin gold plate phantom result in effective slice widths (full width at half maximum of the SSP) of for the nominal slice and for the nominal slice. The visually determined through‐plane ( axis) spatial resolution in a bar pattern phantom is for the nominal slice and for the nominal slice, again almost independent of the patient's heart rate. The authors verify the theoretically expected temporal resolution of at gantry rotation time by blur free images of a moving coronary artery phantom with rest phase and demonstrate image noise reduction as predicted for increased reconstruction data ranges per measurement system. Finally, they show that the smoothness of the transition between image stacks acquired in different cardiac cycles can be efficiently controlled with the proposed approach for ECG‐synchronized image reconstruction.
科研通智能强力驱动
Strongly Powered by AbleSci AI