公开(公告)号：US20220156561A1

公开(公告)日：2022-05-19

申请号：US17431871

申请日：2019-09-27

Applicant: Tomocube, Inc. ,  Korea Advanced Institute of Science and Technology

Inventor： Kihyun Hong ,  Hyun-Seok Min ,  YongKeun Park ,  Geon Kim ,  Youngju Jo

IPC: G06N3/04 ,  G06T7/00

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for identifying the predicted type of one or more microorganisms. In one aspect, a system comprises a phase-contrast microscope and a microorganism classification system. The phase-contrast microscope is configured to generate a three-dimensional quantitative phase image of one or more microorganisms. The microorganism classification system is configured to process the three-dimensional quantitative phase image using a neural network to generate a neural network output characterizing the microorganisms, and thereafter identify the predicted type of the microorganisms using the neural network output.

公开(公告)号：US12001940B2

公开(公告)日：2024-06-04

申请号：US17951872

申请日：2022-09-23

Applicant: Tomocube, Inc.

Inventor： Kihyun Hong ,  Hyun-Seok Min ,  YongKeun Park ,  Geon Kim ,  Youngju Jo

IPC: G06N3/045 ,  G06T7/00

CPC classification number: G06N3/045 ,  G06T7/0012 ,  G06T2207/10056

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for identifying the predicted type of one or more microorganisms. In one aspect, a system comprises a phase-contrast microscope and a microorganism classification system. The phase-contrast microscope is configured to generate a three-dimensional quantitative phase image of one or more microorganisms. The microorganism classification system is configured to process the three-dimensional quantitative phase image using a neural network to generate a neural network output characterizing the microorganisms, and thereafter identify the predicted type of the microorganisms using the neural network output.

公开(公告)号：US20230013209A1

公开(公告)日：2023-01-19

申请号：US17951872

申请日：2022-09-23

Applicant: Tomocube, Inc. ,  Korea Advanced Institute of Science and Technology

Inventor： Kihyun Hong ,  Hyun-Seok Min ,  YongKeun Park ,  Geon Kim ,  Youngju Jo

IPC: G06N3/04 ,  G06T7/00

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for identifying the predicted type of one or more microorganisms. In one aspect, a system comprises a phase-contrast microscope and a microorganism classification system. The phase-contrast microscope is configured to generate a three-dimensional quantitative phase image of one or more microorganisms. The microorganism classification system is configured to process the three-dimensional quantitative phase image using a neural network to generate a neural network output characterizing the microorganisms, and thereafter identify the predicted type of the microorganisms using the neural network output.