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Linear attenuation coefficient acquisition method and reconstruction method for PET image reconstruction

A technology of linear attenuation coefficient and image reconstruction, applied in the field of PET detection system, can solve the problems of complex application, difficult promotion, attenuation image truncation, etc., and achieve the effects of improving image quality, improving iteration speed, and eliminating metal artifacts.

Pending Publication Date: 2022-04-22
JIANGSU SINOGRAM MEDICAL TECH CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

Other modalities may not provide a large enough field of view when scanning heavy patients, resulting in truncated attenuation images
This incomplete attenuation information can also produce attenuation artifacts in PET reconstructions
[0009] Finally, satisfactory attenuation-corrected images are sometimes not obtained when PET is co-imaged with other phantoms, such as PET / MR imaging
In contrast to CT imaging, MR primarily utilizes magnetic spin imaging rather than tissue density distribution imaging and therefore does not directly provide accurate information on the nature of tissue attenuation
At present, the algorithm of attenuation correction based on MR imaging is complicated and the accuracy is not high, which easily leads to the generation of attenuation artifacts
In addition, MR cannot image the scanning table and MR coil, which will also affect the subsequent attenuation correction
[0010] At the same time, the application conditions of other modalities also restrict the application of PET imaging. For example, patients with dentures or cardiac pacemakers cannot undergo MR examination, which affects the application of PET / MR.
In addition, CT imaging requires extremely high radiation protection requirements, while MR imaging requires strict nuclear magnetic resonance shielding, which leads to high scanning protection requirements for multi-modal imaging and is not easy to promote

Method used

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  • Linear attenuation coefficient acquisition method and reconstruction method for PET image reconstruction
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Embodiment 1

[0072] Such as figure 1 As shown, this embodiment provides a method for obtaining a linear attenuation coefficient for PET image reconstruction. The method of this embodiment can be implemented on any electronic device, preferably in a computing device associated with a PET detector. The method of this embodiment The method may include the steps of:

[0073] S10. Based on the collected PET detection data, construct a logarithmic likelihood function L for estimating the PET image without attenuation correction.

[0074] For example, the log-likelihood function L of a PET image without attenuation correction is as follows;

[0075] Formula one:

[0076] Among them, r=[r 1t ,r 2t ,...,r NT ] T Indicates the average value of random noise, y=[y 1t ,y 2t ,...,y NT ] T Represents the collected PET detection data, M represents the size of the PET image space, and the space size remains unchanged, A=[A ijt ] is the system matrix, x=[x 1 ,x 2 ,...,x j ...,x M ] T denot...

Embodiment 2

[0095] This embodiment provides a method of using a deep learning network to map a linear attenuation coefficient image from a PET image without attenuation correction, and then use the obtained linear attenuation coefficient image value as the initial value of the linear attenuation coefficient iterative algorithm to obtain a reconstructed PET image. image, to ensure fast and stable convergence of the linear attenuation coefficient estimation algorithm. This method can be completed in the computing equipment of the PET detection system, which effectively improves the computing speed and computing time, increases reliability and stability, and combines Figure 2A to Figure 4 As shown, the specific steps are as follows:

[0096] The following steps 201 to 203 are all existing modeling processes, and since subsequent steps require formulas and explanations, they are listed here.

[0097] 201. The acquisition process of PET detection data can be modeled as the following formula:...

Embodiment 3

[0137] The embodiment of the present invention provides a PET image reconstruction method, the method of this embodiment can be implemented on any electronic device, which includes:

[0138] 301. Obtain the linear attenuation coefficient image μ used for PET image reconstruction by using the linear attenuation coefficient acquisition method described in the first embodiment above 1 ;

[0139] 302. The linear attenuation coefficient image μ 1 value as the known initial value of the linear attenuation coefficient distribution μ;

[0140] 303. Based on the objective function of the pre-established PET image, the linear attenuation coefficient of the known initial value, and the PET radioactivity distribution x, an alternate solution strategy is used to obtain the final reconstructed PET image;

[0141] Among them, the linear attenuation coefficient distribution μ and the PET activity distribution x are two variables in the objective function of the PET image, respectively;

[...

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Abstract

The invention relates to a linear attenuation coefficient acquisition method and reconstruction method for PET image reconstruction, and the coefficient acquisition method comprises the steps: S10, constructing a log-likelihood function L for estimating a PET image without attenuation correction based on collected PET detection data; s20, adjusting and iteratively optimizing the log-likelihood function L according to predefined filtering information and a priori penalty function to obtain a PET image without attenuation correction; s30, mapping the PET image without attenuation correction into a linear attenuation coefficient image mu0 corresponding to the detection target according to a pre-constructed mapping relation; and S40, acquiring a linear attenuation coefficient mu1 for PET image reconstruction based on the corresponding position parameter variation of the scanning bed when the PET detection data is acquired and the linear attenuation coefficient image mu0 corresponding to the detection target. According to the method for obtaining the linear attenuation coefficient, the operation speed can be increased, the stability of a result in PET reconstruction is improved, and meanwhile movement and truncation artifacts of a PET image are avoided.

Description

technical field [0001] The invention relates to the field of medical imaging, in particular to a method for acquiring a linear attenuation coefficient used in image reconstruction in a positron emission computed tomography imaging system, a PET image reconstruction method based on the linear attenuation coefficient, and a PET detection system. Background technique [0002] Positron Emission Tomography PET (Positron Emission Tomography) is a high-end nuclear medicine imaging diagnostic equipment, which uses radionuclides (such as 18 F. 11 C, etc.) Label the metabolites and inject the nuclides into the human body, and then perform functional metabolic imaging on the patient through the PET system to reflect the metabolic activities of life, so as to achieve the purpose of diagnosis. When the PET system collects, the photons will attenuate in the human body before reaching the PET system. Compared with the inside of the object, the coincidence events on the surface of the obje...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06T11/00G06T7/00G06N3/04G06N3/08A61B6/00
CPCG06T11/005G06T7/0012G06N3/08A61B6/5211A61B6/5264G06T2207/10081G06T2207/10104G06N3/045
Inventor 李楠
Owner JIANGSU SINOGRAM MEDICAL TECH CO LTD
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