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A CT image generation method for PET image attenuation correction

A CT image, attenuation correction technology, applied in the field of medical image reconstruction, can solve problems such as the increase of correction error, and achieve the effect of reducing pressure, enhancing cost and reducing dose

Active Publication Date: 2021-06-01
ZHEJIANG LAB +1
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

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Problems solved by technology

This method relies on accurate segmentation, but when there are soft tissue areas with continuous bone transformation and similar tissue areas with large density gradients in the measurement area, it is not accurate to use only three discrete values ​​instead, and it will cause a large error
If the registration of the segmented CT image and PET image is inaccurate, the correction error will also increase

Method used

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  • A CT image generation method for PET image attenuation correction
  • A CT image generation method for PET image attenuation correction

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Embodiment 1

[0021] Such as figure 1 It is a flowchart of a CT image generation method for PET image attenuation correction of the present invention, the method includes the following steps:

[0022] Step 1: Use PET / CT equipment to collect several patients at T 1 The CT image and PET image at any time, the pixels with the same coordinates in the two images correspond to the same position in the body; then collect the patient at T 2 The CT image and the PET image at each moment, the pixels with the same coordinates in the two images correspond to the same position in the body. This is because the same anatomical information corresponds to the same person's CT image and PET image acquired at the same time.

[0023] Step 2: Collect the T obtained in Step 1 1 CT image and PET image at time, T 2The CT images and PET images at each moment are input into the deep learning network for training. The deep learning network used here is selected from UNet and GAN (General Adversarial Network). Su...

Embodiment 2

[0027] The present invention is a kind of CT image generation method that is used for PET image attenuation correction, and this method comprises the following steps:

[0028] Step 1: Use PET / CT equipment to collect several patients at T 1 The CT image and PET image at the moment, the collection T 1 The moment of CT image acquisition with T 1 The pixels with the same coordinates of the PET image at any time correspond to the same position in the body; non-rigid deformation models such as thin-plate spline curves or B-spline curves are used for T 1 The CT images and PET images collected at all times are added with a deformation to generate T 2 PET images and CT images at the moment.

[0029] Step 2: Collect the T obtained in Step 1 1 CT image and PET image at time, T 2 The CT images and PET images at each moment are input into the deep learning network for training. The deep learning network used here is selected from UNet and GAN (General Adversarial Network). to T 1 CT...

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Abstract

The invention discloses a CT image generation method for PET image attenuation correction. The method collects T 1 CT images and PET images at moments and T 2 The PET image at any time, input it into the trained deep learning network, and obtain T 2 The CT image at each moment can be used for attenuation correction of the PET image, so as to obtain a more accurate PETAC (Attenuation Correction) image. The method of the invention can reduce the dose of X-rays received by the patient during the whole image acquisition stage, and relieve the physiological and psychological pressure of the patient. In addition, only PET imaging equipment is needed for post-stage image acquisition, and PET / CT equipment is not required, which can reduce the cost of imaging resource allocation and reduce the cost of imaging at the entire stage.

Description

technical field [0001] The present invention relates to the field of medical image reconstruction, in particular to a CT image generation method based on deep learning and used for PET image attenuation correction. Background technique [0002] The full name of PET (Positron Emission Tomography, PET) is positron emission computed tomography. It is a medical imaging technology widely used in anatomical morphology for functional, metabolic and receptor imaging. advanced technology. Different from the anatomical imaging of CT (Computed Tomography, CT) and MRI (Magnetic Resonance Imaging, MRI), PET can observe the physiological and biochemical changes in the metabolic process, so that abnormalities can be found before changes in biochemical blood concentration or body structure. PET is widely used in clinical tumor detection. [0003] Before performing PET scanning, isotope tracers are injected into living organisms. When the tracers participate in physiological metabolism, th...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): A61B6/03
CPCA61B6/032A61B6/037A61B6/582A61B6/52A61B6/5235G06T2207/30096G06T2207/20084G06T2207/20081G06T2207/10081G06T5/50G06T2207/10104G06T5/94G06T5/60G06T7/0012
Inventor 饶璠朱闻韬杨宝陈凌叶宏伟
Owner ZHEJIANG LAB
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