Patents by Inventor Satarupa Mukherjee

Satarupa Mukherjee 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: 20230307132
    Abstract: Methods and systems can include: accessing a digital pathology image; generating, using a first machine-learning model, a segmented image that identifies at least: a predicted diseased region and a background region in the digital pathology image; detecting depictions of a set of cells in the digital pathology image; generating, using a second machine-learning model, a cell classification for each cell of the set of cells, wherein the cell classification is selected from a set of potential classifications that indicate which, if any, of a set of biomarkers are expressed in the cell; detecting that a subset of the set of cells are within the background region; and updating the cell classification for each cell of at least some cells in the subset to be a background classification that was not included in the set of potential classifications.
    Type: Application
    Filed: March 22, 2023
    Publication date: September 28, 2023
    Applicant: VENTANA MEDICAL SYSTEMS, INC.
    Inventors: Qinle Ba, Jim F. Martin, Satarupa Mukherjee, Yao Nie, Xiangxue Wang, Mohammadhassan Izady Yazdanabadi
  • Publication number: 20230186659
    Abstract: The present disclosure relates to computer-implement techniques for cell localization and classification. Particularly, aspects of the present disclosure are directed to accessing an image for a biological sample, where the image depicts cells comprising a staining pattern of a biomarker; inputting the image into a machine learning model; encoding, by the machine learning model, the image into a feature representation comprising extracted discriminative features; combining, by the machine learning model, feature and spatial information of the cells and the staining pattern of the biomarker through a sequence of up-convolutions and concatenations with the extracted discriminative features from the feature representation; and generating, by the machine learning model, two or more segmentation masks for the biomarker in the image based on the combined feature and spatial information of the cells and the staining pattern of the biomarker.
    Type: Application
    Filed: February 10, 2023
    Publication date: June 15, 2023
    Applicant: Ventana Medical Systems, Inc.
    Inventors: Jim F. Martin, Satarupa Mukherjee, Yao Nie