Patents by Inventor Mahmut Yurt

Mahmut Yurt has filed for patents to protect the following inventions. This listing includes patent applications that are pending as well as patents that have already been granted by the United States Patent and Trademark Office (USPTO).

  • Semi-supervised ML-synthesis for time-resolved imaging
    Patent number: 12644944
    Abstract: A method for magnetic resonance imaging acquires time-resolved k-space data by a magnetic resonance imaging apparatus, and generates contrast-weighted images by a multi-task generator G from the time-resolved k-space data. The multi-task generator G comprises a deep learning neural network trained using prospectively under-sampled ground truth images acquired using an acceleration factor of at least 8 without any fully-sampled ground truth images. The multi-task generator G is also trained using a physics guidance model and a semi-supervised loss function.
    Type: Grant
    Filed: June 2, 2024
    Date of Patent: June 2, 2026
    Assignee: The Board of Trustees of the Leland Stanford Junior University
    Inventors: Kawin Setsompop, Congyu Liao, Cagan Alkan, Mahmut Yurt
  • Semi-supervised ML-synthesis for time-resolved imaging
    Publication number: 20240402276
    Abstract: A method for magnetic resonance imaging acquires time-resolved k-space data by a magnetic resonance imaging apparatus, and generates contrast-weighted images by a multi-task generator G from the time-resolved k-space data. The multi-task generator G comprises a deep learning neural network trained using prospectively under-sampled ground truth images acquired using an acceleration factor of at least 8 without any fully-sampled ground truth images. The multi-task generator G is also trained using a physics guidance model and a semi-supervised loss function.
    Type: Application
    Filed: June 2, 2024
    Publication date: December 5, 2024
    Inventors: Kawin Setsompop, Congyu Liao, Cagan Alkan, Mahmut Yurt