- 专利标题: Machine learning classification and training for digital microscopy images
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申请号: US15585045申请日: 2017-05-02
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公开(公告)号: US10255693B2公开(公告)日: 2019-04-09
- 发明人: Richard Boyd Smith
- 申请人: TechCyte, Inc.
- 申请人地址: US UT Orem
- 专利权人: Techcyte, Inc.
- 当前专利权人: Techcyte, Inc.
- 当前专利权人地址: US UT Orem
- 代理机构: TechLaw Ventures, PLLC
- 代理商 Terrence J. Edwards
- 主分类号: G06T7/00
- IPC分类号: G06T7/00 ; G06K9/62
摘要:
Systems, methods, and devices for training models or algorithms for classifying or detecting particles or materials in microscopy images are disclosed. A method includes receiving a plurality of microscopy images of a specimen and a classification for the specimen. The plurality of microscopy images includes a first image captured at a first magnification and a second image captured at the first magnification with a different focus than the first image. The method includes training a machine learning model or algorithm using the plurality of images, wherein the first image and the second image are provided with one or more labels indicating the classification.
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