公开(公告)号：US20210073984A1

公开(公告)日：2021-03-11

申请号：US17014532

申请日：2020-09-08

Applicant: PAIGE.AI, Inc.

Inventor： Jason LOCKE ,  Jillian SUE ,  Peter SCHUEFFLER ,  Jose Sebastian IZURIETA-HERRERA

IPC: G06T7/00 ,  G06N20/00 ,  G06K9/32 ,  G06T11/00 ,  G06T3/40

Abstract: Systems and methods are disclosed for receiving a target electronic image corresponding to a target specimen, the target specimen comprising a tissue sample of a patient, applying a machine learning system to the target electronic image to determine at least one characteristic of the target specimen and/or at least one characteristic of the target electronic image, the machine learning system having been generated by processing a plurality of training images to predict at least one characteristic, the training images comprising images of human tissue and/or images that are algorithmically generated, and outputting the target electronic image identifying an area of interest based on the at least one characteristic of the target specimen and/or the at least one characteristic of the target electronic image.

公开(公告)号：US20210233642A1

公开(公告)日：2021-07-29

申请号：US17160129

申请日：2021-01-27

Applicant: PAIGE.AI, Inc.

Inventor： Jillian SUE ,  Jason LOCKE ,  Peter SCHUEFFLER ,  Christopher KANAN ,  Thomas FUCHS ,  Leo GRADY

IPC: G16H30/20 ,  G06N20/00

Abstract: Systems and methods are disclosed for receiving one or more digital images associated with a tissue specimen, a related case, a patient, and/or a plurality of clinical information, determining one or more of a prediction, a recommendation, and/or a plurality of data for the one or more digital images using a machine learning system, the machine learning system having been trained using a plurality of training images, to predict a biomarker and a plurality of genomic panel elements, and determining, based on the prediction, the recommendation, and/or the plurality of data, whether to log an output and at least one visualization region as part of a case history within a clinical reporting system.

公开(公告)号：US20240112338A1

公开(公告)日：2024-04-04

申请号：US18530844

申请日：2023-12-06

Applicant: PAIGE.AI, Inc.

Inventor： Jason LOCKE ,  Jillian SUE ,  Christopher KANAN ,  Sese IH

IPC: G06T7/00 ,  G06N20/00 ,  G06T3/40 ,  G06T11/60 ,  G16H10/40 ,  G16H30/40 ,  G16H70/60

CPC classification number: G06T7/0012 ,  G06N20/00 ,  G06T3/40 ,  G06T11/60 ,  G16H10/40 ,  G16H30/40 ,  G16H70/60 ,  G06T2207/20081 ,  G06T2207/30024

Abstract: Systems and methods are disclosed for analyzing an image of a slide corresponding to a specimen, the method including receiving at least one digitized image of a pathology specimen; determining, using the digitized image at an artificial intelligence (AI) system, at least one salient feature, the at least one salient comprising a biomarker, cancer, cancer grade, parasite, toxicity, inflammation, and/or cancer sub-type; determining, at the AI system, a salient region overlay for the digitized image, wherein the AI system indicates a value for each pixel; and suppressing, based on the value for each pixel, one or more non-salient regions of the digitized image.

公开(公告)号：US20210398278A1

公开(公告)日：2021-12-23

申请号：US17350328

申请日：2021-06-17

Applicant: PAIGE.AI, Inc.

Inventor： Jason LOCKE ,  Jillian SUE ,  Christopher KANAN ,  Sese IH

IPC: G06T7/00 ,  G06T11/60 ,  G06T3/40 ,  G16H10/40 ,  G16H30/40 ,  G16H70/60 ,  G06N20/00

Abstract: Systems and methods are disclosed for analyzing an image of a slide corresponding to a specimen, the method including receiving at least one digitized image of a pathology specimen; determining, using the digitized image at an artificial intelligence (Al) system, at least one salient feature, the at least one salient comprising a biomarker, cancer, cancer grade, parasite, toxicity, inflammation, and/or cancer sub-type; determining, at the Al system, a salient region overlay for the digitized image, wherein the Al system indicates a value for each pixel; and suppressing, based on the value for each pixel, one or more non-salient regions of the digitized image.

公开(公告)号：US20250045922A1

公开(公告)日：2025-02-06

申请号：US18920046

申请日：2024-10-18

Applicant: PAIGE.AI, Inc.

Inventor： Jason LOCKE ,  Jillian SUE ,  Christopher KANAN ,  Sese IH

IPC: G06T7/00 ,  G06N20/00 ,  G06T3/40 ,  G06T11/60 ,  G16H10/40 ,  G16H30/40 ,  G16H70/60

Abstract: Systems and methods are disclosed for analyzing an image of a slide corresponding to a specimen, the method including receiving at least one digitized image of a pathology specimen; determining, using the digitized image at an artificial intelligence (AI) system, at least one salient feature, the at least one salient comprising a biomarker, cancer, cancer grade, parasite, toxicity, inflammation, and/or cancer sub-type; determining, at the AI system, a salient region overlay for the digitized image, wherein the AI system indicates a value for each pixel; and suppressing, based on the value for each pixel, one or more non-salient regions of the digitized image.

公开(公告)号：US20230095896A1

公开(公告)日：2023-03-30

申请号：US18061837

申请日：2022-12-05

Applicant: PAIGE.AI, Inc.

Inventor： Jason LOCKE ,  Jillian SUE ,  Peter SCHUEFFLER ,  Jose Sebastian IZURIETA-HERRERA

IPC: G06T7/00 ,  G06N20/00 ,  G06T3/40 ,  G06T11/00 ,  G06V10/25

Abstract: Systems and methods are disclosed for receiving a target electronic image corresponding to a target specimen, the target specimen comprising a tissue sample of a patient, applying a machine learning system to the target electronic image to determine at least one characteristic of the target specimen and/or at least one characteristic of the target electronic image, the machine learning system having been generated by processing a plurality of training images to predict at least one characteristic, the training images comprising images of human tissue and/or images that are algorithmically generated, and outputting the target electronic image identifying an area of interest based on the at least one characteristic of the target specimen and/or the at least one characteristic of the target electronic image.

公开(公告)号：US20230005597A1

公开(公告)日：2023-01-05

申请号：US17931485

申请日：2022-09-12

Applicant: PAIGE.AI, Inc.

Inventor： Jillian SUE ,  Jason LOCKE ,  Peter SCHUEFFLER ,  Christopher KANAN ,  Thomas FUCHS ,  Leo GRADY

IPC: G16H30/20 ,  G06N20/00

Abstract: Systems and methods are disclosed for receiving one or more digital images associated with a tissue specimen, a related case, a patient, and/or a plurality of clinical information, determining one or more of a prediction, a recommendation, and/or a plurality of data for the one or more digital images using a machine learning system, the machine learning system having been trained using a plurality of training images, to predict a biomarker and a plurality of genomic panel elements, and determining, based on the prediction, the recommendation, and/or the plurality of data, whether to log an output and at least one visualization region as part of a case history within a clinical reporting system.

公开(公告)号：US20220207735A1

公开(公告)日：2022-06-30

申请号：US17655524

申请日：2022-03-18

Applicant: PAIGE.AI, Inc.

Inventor： Jason LOCKE ,  Jillian SUE ,  Christopher KANAN ,  Sese IH

IPC: G06T7/00 ,  G16H70/60 ,  G16H10/40 ,  G16H30/40 ,  G06N20/00 ,  G06T3/40 ,  G06T11/60

Abstract: Systems and methods are disclosed for analyzing an image of a slide corresponding to a specimen, the method including receiving at least one digitized image of a pathology specimen; determining, using the digitized image at an artificial intelligence (AI) system, at least one salient feature, the at least one salient comprising a biomarker, cancer, cancer grade, parasite, toxicity, inflammation, and/or cancer sub-type; determining, at the AI system, a salient region overlay for the digitized image, wherein the AI system indicates a value for each pixel; and suppressing, based on the value for each pixel, one or more non-salient regions of the digitized image.