DIAGNOSTIC APPARATUS FOR CHRONIC OBSTRUCTIVE PULMONARY DISEASE BASED ON PRIOR KNOWLEDGE CT SUBREGION RADIOMICS

    公开(公告)号:US20230082598A1

    公开(公告)日:2023-03-16

    申请号:US17740349

    申请日:2022-05-10

    Applicant: ZHEJIANG LAB

    Abstract: Disclosed is a diagnostic apparatus for a chronic obstructive pulmonary disease (COPD) based on prior knowledge CT subregion radiomics, belonging to the field of medical imaging. The diagnostic apparatus comprises: a subregion partitioning module based on prior knowledge configured for partitioning a CT lung image of a patient into three subregions based on the CT values of the interior of the lung, wherein the CT value of the interior of the lung of a subregion 1 is in the range of (−1024, −950), the CT value of the interior of the lung of a subregion 2 is in the range of (−190, 110), and the CT value of the interior of the lung of a subregion 3 is in the range of (−950, −190); a feature extraction module configured for extracting the radiomics features of the three subregions, respectively, and obtaining the LAA-950I features.

    AUTOMATIC ORIENTATION METHOD FOR THREE-DIMENSIONAL RECONSTRUCTED SPECT IMAGE TO STANDARD VIEW

    公开(公告)号:US20220222779A1

    公开(公告)日:2022-07-14

    申请号:US17712080

    申请日:2022-04-02

    Applicant: ZHEJIANG LAB

    Abstract: Disclosed is an automatic reorientation method from an SPECT three-dimensional reconstructed image to a standard view, wherein a rigid registration parameter P between a SPECT three-dimensional reconstructed image A and a standard SPECT image R is extracted by using a rigid registration algorithm to form a mapping database of A and P; features of the image A are extracted by using a three-layer convolution module, and are converted into a 6-dimensional feature vector T after three times of full connection, and T is applied to A through a spatial transformer network to form an orientation result predicted by the network, thus establishing the automatic reorientation model of the SPECT three-dimensional reconstructed image. The SPECT three-dimensional reconstructed image to be orientated is taken as an input. A standard view can be obtained by using the automatic reorientation model of the SPECT three-dimensional reconstructed image for automatic turning.

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