Theoretical Framework for the Dual-Energy Cone-Beam CT Noise-Power Spectrum, NEQ, and Tasked-Based Detectability Index

被引:0
|
作者
Gang, G. J. [1 ,2 ]
Zbijewski, W. [2 ]
Stayman, J. W. [2 ]
Carrino, J. A. [3 ]
Siewerdsen, J. H. [1 ,3 ]
机构
[1] Univ Toronto, Inst Biomat & Biomed Engn, Toronto, ON M5G 2M9, Canada
[2] Johns Hopkins Univ, Dept Biomed Engn, Baltimore, MD 21205 USA
[3] Johns Hopkins Univ, Russell H Morgan Dept Radiol, Baltimore, MD 21218 USA
关键词
dual-energy CT; cone-beam CT; cascaded systems analysis; noise-power spectrum; noise-equivalent quanta; detectability index; PERFORMANCE; OPTIMIZATION;
D O I
10.1117/12.911817
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
The optimization of dual-energy computed tomography (DE-CT) is challenged by the lack of a theoretical foundation for image quality. This work reports a cascaded systems analysis model that was used to derive signal and noise propagation in DE-CBCT in prevalent Fourier metrics such as the noise-power spectrum (NPS) and noise-equivalent quanta (NEQ). The model was validated in comparison to measurements of the 3D NPS and NEQ in DE-CBCT images acquired using an experimental imaging bench. Task-based detectability index was derived using DE-NPS and NEQ as an objective function in optimizing DE imaging parameters such as the dose allocation factor (D-A) and kVp pair. The resulting dose allocation optimization is in agreement with the practice of assigning more dose to the high-energy image (D-A < 0.5), and the model provides a quantitative basis for examining the optimal dose allocation as a function of total dose, kVp pair, the presence of electronics noise, and the imaging task. An example optimization is shown for a breast tumor detection task. Using DE decomposition to cancel fibroglandular tissue (rendering a DE-CBCT image of breast tumor against an adipose tissue background) and assuming a total dose of 15mGy, the optimal kVp pair is identified at [45, 105] kVp with D-A=0.46. The model is sufficiently general for applications beyond this example, demonstrating utility in the optimization in a broad range of imaging parameters. The model provides a new, valuable framework for understanding the theoretical limits of DE-CBCT imaging performance and maximizing image quality while minimizing radiation dose.
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页数:8
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