EP4732237A2 - System, verfahren und computerprogrammprodukt zur erkennung und klassifizierung medizinischer vorrichtungen zur gefässzugangsverwaltung - Google Patents

System, verfahren und computerprogrammprodukt zur erkennung und klassifizierung medizinischer vorrichtungen zur gefässzugangsverwaltung

Info

Publication number
EP4732237A2
EP4732237A2 EP24826724.7A EP24826724A EP4732237A2 EP 4732237 A2 EP4732237 A2 EP 4732237A2 EP 24826724 A EP24826724 A EP 24826724A EP 4732237 A2 EP4732237 A2 EP 4732237A2
Authority
EP
European Patent Office
Prior art keywords
medical
medical device
machine learning
medical devices
class
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Pending
Application number
EP24826724.7A
Other languages
English (en)
French (fr)
Inventor
Sagar S DEYAGOND
Yashar SEYED VAHEDEIN
Amir Mohammad TAHMASEBI MARAGHOOSH
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Becton Dickinson and Co
Original Assignee
Becton Dickinson and Co
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Becton Dickinson and Co filed Critical Becton Dickinson and Co
Publication of EP4732237A2 publication Critical patent/EP4732237A2/de
Pending legal-status Critical Current

Links

Classifications

    • 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
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning
    • G06N20/10Machine learning using kernel methods, e.g. support vector machines [SVM]
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning
    • G06N20/20Ensemble learning
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/045Combinations of networks
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning 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
    • G16H40/00ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices
    • G16H40/20ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices for the management or administration of healthcare resources or facilities, e.g. managing hospital staff or surgery rooms

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Software Systems (AREA)
  • Physics & Mathematics (AREA)
  • Health & Medical Sciences (AREA)
  • Evolutionary Computation (AREA)
  • Medical Informatics (AREA)
  • Computing Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Mathematical Physics (AREA)
  • Data Mining & Analysis (AREA)
  • Artificial Intelligence (AREA)
  • General Health & Medical Sciences (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Biomedical Technology (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Primary Health Care (AREA)
  • Biophysics (AREA)
  • Molecular Biology (AREA)
  • Business, Economics & Management (AREA)
  • General Business, Economics & Management (AREA)
  • Epidemiology (AREA)
  • Computational Linguistics (AREA)
  • Public Health (AREA)
  • Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
  • Radiology & Medical Imaging (AREA)
  • Image Analysis (AREA)
  • Measuring And Recording Apparatus For Diagnosis (AREA)
  • Image Processing (AREA)
EP24826724.7A 2023-06-22 2024-06-21 System, verfahren und computerprogrammprodukt zur erkennung und klassifizierung medizinischer vorrichtungen zur gefässzugangsverwaltung Pending EP4732237A2 (de)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US202363509555P 2023-06-22 2023-06-22
PCT/US2024/035001 WO2024263903A2 (en) 2023-06-22 2024-06-21 System, method, and computer program product for detecting and classifying medical devices for vascular access management

Publications (1)

Publication Number Publication Date
EP4732237A2 true EP4732237A2 (de) 2026-04-29

Family

ID=93936375

Family Applications (1)

Application Number Title Priority Date Filing Date
EP24826724.7A Pending EP4732237A2 (de) 2023-06-22 2024-06-21 System, verfahren und computerprogrammprodukt zur erkennung und klassifizierung medizinischer vorrichtungen zur gefässzugangsverwaltung

Country Status (3)

Country Link
EP (1) EP4732237A2 (de)
CN (1) CN121569319A (de)
WO (1) WO2024263903A2 (de)

Family Cites Families (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2016185180A1 (en) * 2015-05-15 2016-11-24 Helen Davies Systems and methods to detect and identify medical devices within a biological subject
CN109690554B (zh) * 2016-07-21 2023-12-05 西门子保健有限责任公司 用于基于人工智能的医学图像分割的方法和系统
US11246539B2 (en) * 2019-10-11 2022-02-15 International Business Machines Corporation Automated detection and type classification of central venous catheters

Also Published As

Publication number Publication date
CN121569319A (zh) 2026-02-24
WO2024263903A2 (en) 2024-12-26
WO2024263903A3 (en) 2025-02-20

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