US 12,148,532 B2
Systems and methods to process electronic images to determine salient information in digital pathology
Jillian Sue, New York, NY (US); Thomas Fuchs, New York, NY (US); and Christopher Kanan, Pittsford, NY (US)
Assigned to Paige.AI, Inc., New York, NY (US)
Filed by PAIGE.AI, Inc., New York, NY (US)
Filed on Jan. 5, 2023, as Appl. No. 18/150,491.
Application 18/150,491 is a continuation of application No. 17/313,617, filed on May 6, 2021, granted, now 11,574,140.
Claims priority of provisional application 63/021,955, filed on May 8, 2020.
Prior Publication US 2023/0147471 A1, May 11, 2023
This patent is subject to a terminal disclaimer.
Int. Cl. G16H 50/20 (2018.01); G06F 18/2113 (2023.01); G06F 18/214 (2023.01); G06T 7/00 (2017.01); G16H 30/20 (2018.01)
CPC G16H 50/20 (2018.01) [G06F 18/2113 (2023.01); G06F 18/214 (2023.01); G06T 7/0012 (2013.01); G16H 30/20 (2018.01); G06T 2207/20076 (2013.01); G06T 2207/20081 (2013.01); G06T 2207/20104 (2013.01); G06T 2207/30024 (2013.01); G06V 2201/03 (2022.01)] 20 Claims
OG exemplary drawing
 
1. A computer-implemented method for identifying a diagnostic feature of a digitized pathology image, the method comprising:
receiving one or more digitized images of a pathology specimen, and medical metadata comprising image metadata, specimen metadata, clinical information, and patient information;
applying a machine learning model to generate one or more predictions based on a presence of one or more pathological conditions in the one or more digitized images;
generating, by the machine learning model, at least one relevant diagnostic feature based on one or more of the image metadata, specimen metadata, or clinical information for output to a display, the at least one relevant diagnostic feature being based on the presence of a region having the one or more pathological conditions beyond a statistical likelihood; and
providing, by the machine learning model, visualization of a foci of interest of the at least one relevant diagnostic features for output to a display, the display including one or more indications of locations of the one or more digitized images being associated with one or more pathological conditions beyond a predetermined value.