TRAINING OF NEURAL NETWORK FOR ATTENUATION CORRECTION IN PET/CT

    公开(公告)号:US20240233213A1

    公开(公告)日:2024-07-11

    申请号:US18151497

    申请日:2023-01-09

    CPC classification number: G06T11/008 G06T2207/10104 G06T2207/20084

    Abstract: A method is provided for generating an attenuation map for PET image reconstruction. The method includes training a deep convolutional neural network (DCNN) model by minimizing a loss function between initial input image data and the attenuation map generated by a spectral CT scan as supervised data. Further, the method includes obtaining PET data from a scan of a subject and reconstructing a PET image from the PET data and an attenuation map output from the DCNN. The initial input image data can be from a conventional CT scan with or without beam-hardening correction or the input image data can be from a phantom, a simulation, or a SPECT image.

    METHOD FOR CORRECTION OF CORRELATED COUNT LOSSES

    公开(公告)号:US20240125951A1

    公开(公告)日:2024-04-18

    申请号:US17960689

    申请日:2022-10-05

    CPC classification number: G01T1/2985 A61B6/037 G06T11/003

    Abstract: A positron emission tomography (PET) scanner is provided having a plurality of detector subsystems, including processing circuitry to determine, for each detector subsystem of the plurality of detector subsystems, a singles count loss correction factor of the detector subsystem; determine, for each detector subsystem pair of a plurality of pairs of the detector subsystems, a coincidence count loss correction factor for the detector subsystem pair; calculate a scanner coincidence count loss correction factor for the PET scanner based on the coincidence count loss correction factors determined for the plurality of pairs of the detector subsystems; and reconstruct an image based on the calculated scanner count loss correction factor and scan data acquired from a scan of a patient performed using the PET scanner.

    PET RECONSTRUCTION FOR ADJUSTABLE PET SYSTEM
    15.
    发明公开

    公开(公告)号:US20240122558A1

    公开(公告)日:2024-04-18

    申请号:US17963737

    申请日:2022-10-11

    CPC classification number: A61B6/037 A61B6/4258 A61B6/481

    Abstract: A PET scanner includes gamma-ray detector rings that form a bore through which an imaging subject is translated, a length of the bore defining an axial length of the PET scanner, the gamma-ray detector rings being movable along the axial length, the gamma-ray detector rings including gamma-ray detector modules therein, and processing circuitry configured to receive PET data associated with a plurality of transaxial slices of the imaging subject, the PET data including a first set of spatial information and timing information corresponding to a first data acquisition period for the gamma-ray detector modules in a first axial position and a second set of spatial information and timing information corresponding to a second data acquisition period for the gamma-ray detector modules in a second axial position, and reconstruct a PET image based on the first set of spatial and timing information and the second set of spatial and timing information.

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