CN116868276A - 用于在数字病理学工作流中处理载玻片的电子图像的系统和方法 - Google Patents

用于在数字病理学工作流中处理载玻片的电子图像的系统和方法 Download PDF

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Publication number
CN116868276A
CN116868276A CN202180094040.5A CN202180094040A CN116868276A CN 116868276 A CN116868276 A CN 116868276A CN 202180094040 A CN202180094040 A CN 202180094040A CN 116868276 A CN116868276 A CN 116868276A
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China
Prior art keywords
suspicious
slides
machine learning
learning model
batch
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Pending
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CN202180094040.5A
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English (en)
Chinese (zh)
Inventor
D·戈顿
P·拉西蒂
J·苏
R·优斯菲
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Paige Artificial Intelligence Co
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Paige Artificial Intelligence Co
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Publication of CN116868276A publication Critical patent/CN116868276A/zh
Pending legal-status Critical Current

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    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/0002—Inspection of images, e.g. flaw detection
    • G06T7/0012—Biomedical image inspection
    • G06T7/0014—Biomedical image inspection using an image reference approach
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/20—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T11/00—Two-dimensional [2D] image generation
    • G06T11/60—Creating or editing images; Combining images with text
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T11/00—Two-dimensional [2D] image generation
    • G06T11/60—Creating or editing images; Combining images with text
    • G06T11/65—Creating or editing images; Combining images with text on geographic maps
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/60—Analysis of geometric attributes
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/10—Image acquisition
    • G06V10/12—Details of acquisition arrangements; Constructional details thereof
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/20—Image preprocessing
    • G06V10/25—Determination of region of interest [ROI] or a volume of interest [VOI]
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/77—Processing image or video features in feature spaces; using data integration or data reduction, e.g. principal component analysis [PCA] or independent component analysis [ICA] or self-organising maps [SOM]; Blind source separation
    • G06V10/7715—Feature extraction, e.g. by transforming the feature space, e.g. multi-dimensional scaling [MDS]; Mappings, e.g. subspace methods
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H10/00—ICT specially adapted for the handling or processing of patient-related medical or healthcare data
    • G16H10/40—ICT specially adapted for the handling or processing of patient-related medical or healthcare data for data related to laboratory analysis, e.g. patient specimen analysis
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H15/00—ICT specially adapted for medical reports, e.g. generation or transmission thereof
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H30/00—ICT specially adapted for the handling or processing of medical images
    • G16H30/40—ICT specially adapted for the handling or processing of medical images for processing medical images, e.g. editing
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H70/00—ICT specially adapted for the handling or processing of medical references
    • G16H70/60—ICT specially adapted for the handling or processing of medical references relating to pathologies
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H80/00—ICT specially adapted for facilitating communication between medical practitioners or patients, e.g. for collaborative diagnosis, therapy or health monitoring
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/10—Image acquisition modality
    • G06T2207/10004—Still image; Photographic image
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/30—Subject of image; Context of image processing
    • G06T2207/30004—Biomedical image processing
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/30—Subject of image; Context of image processing
    • G06T2207/30004—Biomedical image processing
    • G06T2207/30024—Cell structures in vitro; Tissue sections in vitro
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V2201/00—Indexing scheme relating to image or video recognition or understanding
    • G06V2201/03—Recognition of patterns in medical or anatomical images

Landscapes

  • Engineering & Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • Medical Informatics (AREA)
  • General Health & Medical Sciences (AREA)
  • Public Health (AREA)
  • Theoretical Computer Science (AREA)
  • Epidemiology (AREA)
  • Primary Health Care (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Biomedical Technology (AREA)
  • Multimedia (AREA)
  • Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
  • Radiology & Medical Imaging (AREA)
  • Databases & Information Systems (AREA)
  • Pathology (AREA)
  • Data Mining & Analysis (AREA)
  • Quality & Reliability (AREA)
  • Artificial Intelligence (AREA)
  • Computing Systems (AREA)
  • Evolutionary Computation (AREA)
  • Software Systems (AREA)
  • Geometry (AREA)
  • Medical Treatment And Welfare Office Work (AREA)
  • Investigating Or Analysing Biological Materials (AREA)
CN202180094040.5A 2020-12-18 2021-12-17 用于在数字病理学工作流中处理载玻片的电子图像的系统和方法 Pending CN116868276A (zh)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US202063127846P 2020-12-18 2020-12-18
US63/127846 2020-12-18
PCT/US2021/063982 WO2022133183A1 (en) 2020-12-18 2021-12-17 Systems and methods for processing electronic images of slides for a digital pathology workflow

Publications (1)

Publication Number Publication Date
CN116868276A true CN116868276A (zh) 2023-10-10

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CN202180094040.5A Pending CN116868276A (zh) 2020-12-18 2021-12-17 用于在数字病理学工作流中处理载玻片的电子图像的系统和方法

Country Status (8)

Country Link
US (3) US11710235B2 (https=)
EP (1) EP4264616A1 (https=)
JP (1) JP2024500100A (https=)
KR (1) KR20230122048A (https=)
CN (1) CN116868276A (https=)
AU (1) AU2021401312A1 (https=)
CA (1) CA3202030A1 (https=)
WO (1) WO2022133183A1 (https=)

Families Citing this family (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US12087432B1 (en) 2023-08-03 2024-09-10 Pramana, Inc. Apparatus and method for visualization of digitized glass slides belonging to a patient case
US12277706B2 (en) * 2023-03-25 2025-04-15 Pramana, Inc. System and method for visualization of digitized slides
KR102781301B1 (ko) * 2024-02-26 2025-03-14 주식회사 딥바이오 병리 진단 케이스에 대한 병리 진단 보고서를 생성하는 방법 및 이를 수행하는 컴퓨팅 시스템

Family Cites Families (16)

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PL2419849T3 (pl) * 2009-04-15 2018-05-30 Koninklijke Philips N.V. Systemy i sposoby wspomagania decyzji klinicznych
US8970618B2 (en) * 2011-06-16 2015-03-03 University Of Leeds Virtual microscopy
WO2013049153A2 (en) 2011-09-27 2013-04-04 Board Of Regents, University Of Texas System Systems and methods for automated screening and prognosis of cancer from whole-slide biopsy images
US10049447B2 (en) * 2013-11-06 2018-08-14 H. Lee Moffitt Cancer Center and Research Insititute, Inc. Pathology case review, analysis and prediction
JP2016143194A (ja) * 2015-01-30 2016-08-08 ザイオソフト株式会社 医用画像処理装置、医用画像処理方法、及び医用画像処理プログラム
US20220172809A9 (en) * 2017-05-25 2022-06-02 Enlitic, Inc. Report generating system and methods for use therewith
CA3081643A1 (en) * 2017-11-06 2019-05-09 University Health Network Platform, device and process for annotation and classification of tissue specimens using convolutional neural network
JP7076698B2 (ja) 2017-11-17 2022-05-30 国立研究開発法人国立がん研究センター 画像解析方法、画像解析装置、プログラム、学習済み深層学習アルゴリズムの製造方法および学習済み深層学習アルゴリズム
US10748040B2 (en) 2017-11-20 2020-08-18 Kavya Venkata Kota Sai KOPPARAPU System and method for automatic assessment of cancer
WO2019102043A1 (en) * 2017-11-27 2019-05-31 Deciphex Automated screening of histopathology tissue samples via analysis of a normal model
WO2019102042A1 (en) * 2017-11-27 2019-05-31 Deciphex Automated screening of histopathology tissue samples via classifier performance metrics
US20220005582A1 (en) * 2018-10-10 2022-01-06 Ibex Medical Analytics Ltd. System and method for personalization and optimization of digital pathology analysis
JP2022514952A (ja) * 2018-12-19 2022-02-16 ストラータ オンコロジー， インコーポレイテッド チェックポイント阻害薬応答性がんを有する対象を検出及び処置する方法
JP2020144498A (ja) * 2019-03-05 2020-09-10 株式会社日立製作所 画像診断支援装置および画像処理方法
MA55302A (fr) * 2019-03-15 2022-01-19 Spintellx Inc Plate-forme d'ia explicable (xai) pour pathologie informatique
EP4111411A4 (en) * 2020-02-26 2024-04-03 Ibex Medical Analytics Ltd. System and method of managing workflow of examination of pathology slides

Also Published As

Publication number Publication date
CA3202030A1 (en) 2022-06-23
US20220198666A1 (en) 2022-06-23
WO2022133183A1 (en) 2022-06-23
JP2024500100A (ja) 2024-01-04
KR20230122048A (ko) 2023-08-22
US11710235B2 (en) 2023-07-25
US12094118B2 (en) 2024-09-17
AU2021401312A1 (en) 2023-07-13
US20230351599A1 (en) 2023-11-02
EP4264616A1 (en) 2023-10-25
US20220199255A1 (en) 2022-06-23
US11538162B2 (en) 2022-12-27

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