Patents by Inventor Jedrzej Jakub KOZERAWSKI

Jedrzej Jakub KOZERAWSKI 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).

  • Image generation using adversarial attacks for imbalanced datasets
    Patent number: 11960574
    Abstract: A method of balancing a dataset for a machine learning model includes identifying confusing classes of few-shot classes for a machine learning model during validation. One of the confusing classes and an image from one of the few-shot classes are selected. An image perturbation is computed such that the selected image is classified as the selected confusing class. The selected image is modified with the computed perturbation. The modified selected image is added to a batch for training the machine learning model.
    Type: Grant
    Filed: June 28, 2021
    Date of Patent: April 16, 2024
    Assignee: MICROSOFT TECHNOLOGY LICENSING, LLC
    Inventors: Gaurav Mittal, Nikolaos Karianakis, Victor Manuel Fragoso Rojas, Mei Chen, Jedrzej Jakub Kozerawski
  • IMAGE GENERATION USING ADVERSARIAL ATTACKS FOR IMBALANCED DATASETS
    Publication number: 20220414392
    Abstract: A method of balancing a dataset for a machine learning model includes identifying confusing classes of few-shot classes for a machine learning model during validation. One of the confusing classes and an image from one of the few-shot classes are selected. An image perturbation is computed such that the selected image is classified as the selected confusing class. The selected image is modified with the computed perturbation. The modified selected image is added to a batch for training the machine learning model.
    Type: Application
    Filed: June 28, 2021
    Publication date: December 29, 2022
    Inventors: Gaurav MITTAL, Nikolaos KARIANAKIS, Victor Manuel FRAGOSO ROJAS, Mei CHEN, Jedrzej Jakub KOZERAWSKI