METHODS AND APPARATUSES FOR TRAINING MAGNETIC RESONANCE IMAGING MODEL

    公开(公告)号:US20230047647A1

    公开(公告)日:2023-02-16

    申请号:US17889189

    申请日:2022-08-16

    Abstract: Methods and apparatuses for training a magnetic resonance imaging model, electronic devices and computer readable storage media are provided. A method may include: acquiring a magnetic resonance image data set; constructing a ring deep neural network to be trained; inputting an under-sampled magnetic resonance image and a full-sampled magnetic resonance image respectively to two neural networks included in the ring deep neural network, to generate respective simulated magnetic resonance images; inputting a first simulated full-sampled magnetic resonance image and the full-sampled magnetic resonance image to a pre-constructed first simulated magnetic resonance image class discrimination model, to obtain a first discrimination result indicating whether or not the first simulated full-sampled magnetic resonance image is of a simulated magnetic resonance image class; and adjusting a network parameter of the ring deep neural network based on a preset loss function, to obtain a trained magnetic resonance imaging model.

    EDDY-CURRENT CORRECTION METHOD AND APPARATUS, MOBILE TERMINAL AND READABLE STORAGE MEDIUM

    公开(公告)号:US20210396829A1

    公开(公告)日:2021-12-23

    申请号:US16977818

    申请日:2017-11-27

    Abstract: An eddy-current correction method and apparatus, a mobile terminal and a readable storage medium are provided. The method includes: step S1: reading gradient-recalled echo sequence by means of bipolarity, so as to acquire a multi-echo image; step S2: estimating a first-order term coefficient of an extra phase term introduced by an eddy-current in the acquired multi-echo image; step S3: removing the estimated first-order term coefficient, and estimating a zero-order term coefficient of the extra phase term introduced by the eddy-current in the collected multi-echo image; step S4: removing, according to the estimated first-order term coefficient and the zero-order term coefficient, an error of the extra phase term introduced by the eddy-current. The eddy-current correction method removes the phase error caused by the eddy-current in the acquired image, thereby ensuring the correctness of the subsequent water-fat separation algorithm result.

    METHOD AND SYSTEM FOR GENERATING COMPOSITE PET-CT IMAGE BASED ON NON-ATTENUATION-CORRECTED PET IMAGE

    公开(公告)号:US20210248728A1

    公开(公告)日:2021-08-12

    申请号:US16976474

    申请日:2020-02-10

    Abstract: The present disclosure discloses a method and a system for generating a composite PET-CT image based on a non-attenuation-corrected PET image. The method includes: constructing a first generative adversarial network and a second generative adversarial network; obtaining a mapping relationship between a non-attenuation-corrected PET image and an attenuation-corrected PET image by training the first generative adversarial network; obtaining a mapping relationship between the attenuation-corrected PET image and a CT image by training the second generative adversarial network; and generating the composite PET-CT image by utilizing the obtained mapping relationships. According to the present disclosure, a high-quality PET-CT image can be directly composited from a non-attenuation-corrected PET image, and medical costs can be reduced for patients, and radiation doses applied to the patients in examination processes can be minimized.

    Method for Measuring pH
    17.
    发明申请

    公开(公告)号:US20200309885A1

    公开(公告)日:2020-10-01

    申请号:US16309351

    申请日:2017-12-29

    Abstract: Provided is a method for measuring pH. Using amide protons as an endogenous contrast agent, a chemical exchange saturation transfer effect ratio R of amide protons corresponding to a pH-known amide proton solution under different saturation powers is measured by the method, then a function relation between pH and R is established according to different pH-known amide proton solutions and the corresponding measured R thereto, and finally the desired pH is calculated according to experimentally measured Ri and the function relation. The method can eliminate the impact of concentration and does not require any estimation or measurement of the parameters such as the concentration of exchangeable protons, the longitudinal relaxation time of water, etc., and therefore can measure pH more accurately, conveniently and non-invasively.

    CHEMICAL SHIFT CODED IMAGING METHOD BASED ON TRANSITION REGION AND REGIONAL ITERATIVE PHASOR EXTRACTION

    公开(公告)号:US20250148746A1

    公开(公告)日:2025-05-08

    申请号:US19019221

    申请日:2025-01-13

    Abstract: The present disclosure discloses a chemical shift coded imaging method based on a transition region and regional iterative phasor extraction. Acquiring an initial image, and determining an initial phasor solution of the transition region based on the initial image; performing regional iterative phasor extraction in at least two set directions by taking the initial phasor solution as initial information, and obtaining a target phasor solution based on a regional iterative phasor extraction result corresponding to each set direction; and determining a first chemical composition signal and a second chemical composition signal based on the target phasor solution, and performing chemical shift coded imaging based on the first chemical composition signal and/or the second chemical composition signal. By means of regional iterative phasor extraction in a plurality of dimensions, wrong phasor information is transferred independently along different dimensions, wrong information transferred in different directions is excluded.

    IMAGING METHOD AND DEVICE FOR NONLINEAR PARALLEL MAGNETIC RESONANCE IMAGE RECONSTRUCTION, AND MEDIUM

    公开(公告)号:US20210356545A1

    公开(公告)日:2021-11-18

    申请号:US16473806

    申请日:2018-07-24

    Abstract: There are provided a parallel rapid imaging method and device based on a complex number conjugate symmetry of multi-channel coil data and nonlinear GRAPPA image reconstruction, and a medium. The imaging method includes: obtaining virtual conjugate coil data by expanding the actual multi-channel coil data; combining actual multi-channel coil data and virtual multi-channel coil data to obtain a linear data term and a nonlinear data term; calibrating weighting factors of the linear data term and the nonlinear data term by using combined low-frequency full-sampling data (margins of the low-frequency full-sampling data includes parts of high-frequency data); reconstructing data which is under-sampled in a high-frequency region according to the calibrated weighting factors; fusing the low-frequency full-sampling data and the reconstructed data for the high-frequency region.

    Magnetic resonance imaging method, device, medical device and storage medium

    公开(公告)号:US20210166442A1

    公开(公告)日:2021-06-03

    申请号:US17047062

    申请日:2018-05-17

    Abstract: Provided are a method and device for magnetic resonance parameter imaging, medical equipment, and a storage medium. The method comprises: performing acceleration sampling with respect to an image to be reconstructed of an observation target in a preset parameter direction to acquire K-space data corresponding to the image to be reconstructed, calculating, on the basis of the K-space data and of a parameter relaxation model, a parameter value and a compensation coefficient of the image to be reconstructed, generating, on the basis of the compensation coefficient, a compensation image corresponding to the image to be reconstructed, calculating, on the basis of the compensation image, respectively a low-rank part and a sparse part of the image to be reconstructed so as to update the compensation image.

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