Patents by Inventor Nabila Abraham

Nabila Abraham 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).

  • Publication number: 20240029864
    Abstract: A process can include performing meta-learning for a variance-aware prototypical network pre-trained on a dataset comprising examples of a first type of radiology report associated with a single domain. The meta-learning comprises learning one or more prototype representations for each radiology classification task and a variance information for the prototype representations of each radiology classification task. The one or more respective prototype representations for each radiology classification task are modeled as a Gaussian and a query sample comprising text data of a type of radiology report seen during the meta-learning is provided to the variance-aware prototypical network. A distance metric is determined between a Dirac distribution representation of the query sample and the Gaussians of the respective prototype representations for each radiology classification task included in the meta-learning.
    Type: Application
    Filed: July 25, 2023
    Publication date: January 25, 2024
    Inventors: Arijit Sehanobish, Kawshik Kannan, Nabila Abraham, Anasuya Das, Benjamin Odry