公开(公告)号：US11900601B2

公开(公告)日：2024-02-13

申请号：US18170789

申请日：2023-02-17

Applicant: MERATIVE US L.P.

Inventor： Hans Harald Zachmann ,  Simona Rabinovici-Cohen ,  Shaked Brody

IPC: G06N5/04 ,  G06T7/00 ,  G06F9/455

CPC classification number: G06T7/0012 ,  G06F9/45558 ,  G06N5/04 ,  G06F2009/4557 ,  G06F2009/45575 ,  G06F2009/45583 ,  G06T2207/20081

Abstract: Methods and systems for processing medical images. One method includes, in response to startup of an application using an algorithm, creating a server process supporting a programming language associated with the algorithm and loading a plurality of deep learning models used by the algorithm into a memory of the server process to create in-memory models. The method also includes processing a first set of one or more medical images with the server process using the algorithm and at least one model selected from the in-memory models, maintaining the in-memory models in the memory of the server process after processing the first set of one or more medical images, and, in response to a request to process a second set of one or more medical images, processing the second set of one or more medical images using the algorithm and at least one of the in-memory models.

公开(公告)号：US20230206437A1

公开(公告)日：2023-06-29

申请号：US18170789

申请日：2023-02-17

Applicant: MERATIVE US L.P.

Inventor： Hans Harald Zachmann ,  Simona Rabinovici-Cohen ,  Shaked Brody

IPC: G06T7/00 ,  G06N5/04 ,  G06F9/455

CPC classification number: G06T7/0012 ,  G06F9/45558 ,  G06N5/04 ,  G06F2009/4557 ,  G06F2009/45575 ,  G06F2009/45583 ,  G06T2207/20081

Abstract: Methods and systems for processing medical images. One method includes, in response to startup of an application using an algorithm, creating a server process supporting a programming language associated with the algorithm and loading a plurality of deep learning models used by the algorithm into a memory of the server process to create in-memory models. The method also includes processing a first set of one or more medical images with the server process using the algorithm and at least one model selected from the in-memory models, maintaining the in-memory models in the memory of the server process after processing the first set of one or more medical images, and, in response to a request to process a second set of one or more medical images, processing the second set of one or more medical images using the algorithm and at least one of the in-memory models.