AU2021401312A1 - Systems and methods for processing electronic images of slides for a digital pathology workflow - Google Patents

Systems and methods for processing electronic images of slides for a digital pathology workflow Download PDF

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Publication number
AU2021401312A1
AU2021401312A1 AU2021401312A AU2021401312A AU2021401312A1 AU 2021401312 A1 AU2021401312 A1 AU 2021401312A1 AU 2021401312 A AU2021401312 A AU 2021401312A AU 2021401312 A AU2021401312 A AU 2021401312A AU 2021401312 A1 AU2021401312 A1 AU 2021401312A1
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AU
Australia
Prior art keywords
suspicious
slides
machine learning
collection
learning model
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Pending
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AU2021401312A
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English (en)
Inventor
Danielle GORTON
Patricia RACITI
Jillian SUE
Razik Yousfi
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Paige AI Inc
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Paige AI Inc
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Publication of AU2021401312A1 publication Critical patent/AU2021401312A1/en
Pending legal-status Critical Current

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    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/0002Inspection of images, e.g. flaw detection
    • G06T7/0012Biomedical image inspection
    • G06T7/0014Biomedical image inspection using an image reference approach
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/20ICT 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
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T11/00Two-dimensional [2D] image generation
    • G06T11/60Creating or editing images; Combining images with text
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T11/00Two-dimensional [2D] image generation
    • G06T11/60Creating or editing images; Combining images with text
    • G06T11/65Creating or editing images; Combining images with text on geographic maps
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/60Analysis of geometric attributes
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/10Image acquisition
    • G06V10/12Details of acquisition arrangements; Constructional details thereof
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/20Image preprocessing
    • G06V10/25Determination of region of interest [ROI] or a volume of interest [VOI]
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/70Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/77Processing 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
    • G06V10/7715Feature extraction, e.g. by transforming the feature space, e.g. multi-dimensional scaling [MDS]; Mappings, e.g. subspace methods
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H10/00ICT specially adapted for the handling or processing of patient-related medical or healthcare data
    • G16H10/40ICT 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
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H15/00ICT specially adapted for medical reports, e.g. generation or transmission thereof
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H30/00ICT specially adapted for the handling or processing of medical images
    • G16H30/40ICT specially adapted for the handling or processing of medical images for processing medical images, e.g. editing
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H70/00ICT specially adapted for the handling or processing of medical references
    • G16H70/60ICT specially adapted for the handling or processing of medical references relating to pathologies
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H80/00ICT specially adapted for facilitating communication between medical practitioners or patients, e.g. for collaborative diagnosis, therapy or health monitoring
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/10Image acquisition modality
    • G06T2207/10004Still image; Photographic image
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/30Subject of image; Context of image processing
    • G06T2207/30004Biomedical image processing
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/30Subject of image; Context of image processing
    • G06T2207/30004Biomedical image processing
    • G06T2207/30024Cell structures in vitro; Tissue sections in vitro
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V2201/00Indexing scheme relating to image or video recognition or understanding
    • G06V2201/03Recognition 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)
AU2021401312A 2020-12-18 2021-12-17 Systems and methods for processing electronic images of slides for a digital pathology workflow Pending AU2021401312A1 (en)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US202063127846P 2020-12-18 2020-12-18
US63/127,846 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
AU2021401312A1 true AU2021401312A1 (en) 2023-07-13

Family

ID=80112208

Family Applications (1)

Application Number Title Priority Date Filing Date
AU2021401312A Pending AU2021401312A1 (en) 2020-12-18 2021-12-17 Systems and methods for processing electronic images of slides for a digital pathology workflow

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)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
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
CN116868276A (zh) 2023-10-10
KR20230122048A (ko) 2023-08-22
US11710235B2 (en) 2023-07-25
US12094118B2 (en) 2024-09-17
US20230351599A1 (en) 2023-11-02
EP4264616A1 (en) 2023-10-25
US20220199255A1 (en) 2022-06-23
US11538162B2 (en) 2022-12-27

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