PET image reconstruction method, device and equipment and medium
A technology of image reconstruction and CT image, which is applied in the field of medical image reconstruction, can solve the problems of large amount of calculation, resource obstruction by PET scanning, and time delay that cannot realize real-time preview of PET images, so as to achieve the effect of improving reconstruction speed and realizing real-time preview
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Embodiment 1
[0032] figure 1 It is a schematic flowchart of a PET image reconstruction method provided by Embodiment 1 of the present invention. The PET image reconstruction method disclosed in this embodiment can be performed by a PET image reconstruction device, wherein the device can be implemented by software and / or hardware, and generally integrated in a terminal, such as 2m PET-CT equipment. For details, see figure 1 As shown, the method may include the following steps:
[0033] Step 110: Obtain corresponding CT images and non-attenuation-corrected PET images based on scanning the living body.
[0034] Specifically, the organism is scanned by a 2m PET-CT device to obtain biological data. PET-CT equipment perfectly integrates PET and CT. PET provides detailed molecular information such as function and metabolism of biological lesions, while CT provides precise anatomical positioning of lesions. One imaging can obtain tomographic images of all directions of the whole body. The raw ...
Embodiment 2
[0051] image 3 It is a schematic flowchart of a PET image reconstruction method provided by Embodiment 2 of the present invention. On the basis of the above-mentioned embodiment, this embodiment is further optimized. Before inputting the CT image and the non-attenuation-corrected PET image into the pre-trained neural network model, an addition of "the CT image and the non-attenuation-corrected PET image Attenuation-corrected PET image preprocessing" step, the advantage of optimization is that it can improve the processing speed of the neural network model and the reconstruction quality of the PET image. For details, see image 3 As shown, the method includes the following steps:
[0052] Step 310: Obtain corresponding CT images and non-attenuation-corrected PET images based on scanning the living body.
[0053] Step 320: Perform image registration on the CT image and the non-attenuation-corrected PET image to obtain a registered CT image and non-attenuation-corrected PET i...
Embodiment 3
[0075] Figure 4 It is a schematic structural diagram of a PET image reconstruction device provided by Embodiment 3 of the present invention. see Figure 4 As shown, the device includes: an image acquisition module 410 and a reconstruction module 420;
[0076] Wherein, the image acquisition module 410 is used to obtain corresponding CT images and non-attenuation-corrected PET images based on scanning the living body;
[0077] The reconstruction module 420 is configured to input the CT image and the non-attenuation-corrected PET image into a pre-trained neural network model to obtain an attenuation-corrected PET image.
[0078] Further, the device also includes a preprocessing module, which is used to process the CT image and the non-attenuation-corrected PET image before inputting the CT image and the non-attenuation-corrected PET image into a pre-trained neural network model Carry out preprocessing; Described preprocessing module specifically comprises:
[0079] A registr...
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