公开(公告)号：WO2021247868A1

公开(公告)日：2021-12-09

申请号：PCT/US2021/035707

申请日：2021-06-03

Applicant: CASE WESTERN RESERVE UNIVERSITY

Inventor： PRALJAK, Niksa ,  IRAM, Shamreen ,  GOREKE, Utku ,  SINGH, Gundeep ,  HILL, Ailis ,  GURKAN, Umut ,  HINCZEWSKI, Michael

IPC: G01N15/14 ,  G01N15/10 ,  G01N33/49 ,  G06K9/00 ,  G06K9/62 ,  G06T7/00 ,  G06V10/454 ,  G06V10/82 ,  G06V20/695 ,  G06V20/698

Abstract: In a disclosed example, a computer-implemented method includes storing image data that includes an input image of a blood sample within a blood monitoring device. The method also includes generating, by a machine learning model, a segmentation mask that assigns pixels in the input image to one of a plurality of classes, which correlate to respective known biophysical properties of blood cells. The method also includes extracting cell images from the input image based on the segmentation mask, in which each extracted cell image includes a respective cluster of the pixels assigned to a respective one of the plurality of classes.