Patents by Inventor Mohammed C. SALMAN

Mohammed C. SALMAN 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: 20210287050
    Abstract: A model testing system administers tests to machine learning (ML) models to test the accuracy and the robustness of the ML models. A user interface (UI) associated with the model testing system receives selections of one or more of a plurality of tests to be administered to a ML model under test. Test data produced by one or more of a plurality of testing ML models that correspond to the plurality of tests is provided to the ML model under test based on the selected tests. One or more of a generative patches test, a generative perturbations test and a counterfeit data test can be administered to the ML model under test based on the selections.
    Type: Application
    Filed: May 5, 2020
    Publication date: September 16, 2021
    Inventors: Indrajit Kar, Shalini Agarwal, Vishal Pandey, Mohammed C. Salman, Sushresulagna Rath
  • Publication number: 20210182713
    Abstract: An Artificial Intelligence (AI) based automatic damage detection and estimation system receives images of a damaged object. The images are converted into monochrome versions if needed and analyzed by an ensemble machine learning (ML) cause prediction model that includes a plurality of sub-models that are each trained to identify a cause of damage to a corresponding portion for the damaged object from a plurality of causes. In addition, an explanation for the selection of the cause from the plurality of causes is also provided. The explanation includes image portions and pixels of images that enabled the cause prediction model to select the cause of damage. An ML parts identification model is also employed to identify and labels parts of the damaged object which are repairable and parts that are damaged and need replacement. The cost estimation for the repair and restoration of the damaged object can also be generated.
    Type: Application
    Filed: December 16, 2019
    Publication date: June 17, 2021
    Inventors: Indrajit KAR, Mohammed C. SALMAN, Ankit VASHISHTA, Vishal D. PANDEY