EP3791310A4 - Systems and methods for pre-processing anatomical images for feeding into a classification neural network - Google Patents

Systems and methods for pre-processing anatomical images for feeding into a classification neural network Download PDF

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Publication number
EP3791310A4
EP3791310A4 EP19800865.8A EP19800865A EP3791310A4 EP 3791310 A4 EP3791310 A4 EP 3791310A4 EP 19800865 A EP19800865 A EP 19800865A EP 3791310 A4 EP3791310 A4 EP 3791310A4
Authority
EP
European Patent Office
Prior art keywords
feeding
systems
methods
neural network
classification neural
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.)
Withdrawn
Application number
EP19800865.8A
Other languages
German (de)
French (fr)
Other versions
EP3791310A1 (en
Inventor
Chen Brestel
Eli Goz
Jonathan Laserson
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.)
Nanox AI Ltd
Original Assignee
Zebra Medical Vision Ltd
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
Priority claimed from US15/972,912 external-priority patent/US10706545B2/en
Priority claimed from US16/269,633 external-priority patent/US10949968B2/en
Priority claimed from US16/269,619 external-priority patent/US10891731B2/en
Application filed by Zebra Medical Vision Ltd filed Critical Zebra Medical Vision Ltd
Publication of EP3791310A1 publication Critical patent/EP3791310A1/en
Publication of EP3791310A4 publication Critical patent/EP3791310A4/en
Withdrawn legal-status Critical Current

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Classifications

    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/25—Fusion techniques
    • G06F18/254—Fusion techniques of classification results, e.g. of results related to same input data
    • G06F18/256—Fusion techniques of classification results, e.g. of results related to same input data of results relating to different input data, e.g. multimodal recognition
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/40—Extraction of image or video features
    • G06V10/44—Local feature extraction by analysis of parts of the pattern, e.g. by detecting edges, contours, loops, corners, strokes or intersections; Connectivity analysis, e.g. of connected components
    • G06V10/443—Local feature extraction by analysis of parts of the pattern, e.g. by detecting edges, contours, loops, corners, strokes or intersections; Connectivity analysis, e.g. of connected components by matching or filtering
    • G06V10/449—Biologically inspired filters, e.g. difference of Gaussians [DoG] or Gabor filters
    • G06V10/451—Biologically inspired filters, e.g. difference of Gaussians [DoG] or Gabor filters with interaction between the filter responses, e.g. cortical complex cells
    • G06V10/454—Integrating the filters into a hierarchical structure, e.g. convolutional neural networks [CNN]
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR 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)
  • Data Mining & Analysis (AREA)
  • Theoretical Computer Science (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • General Engineering & Computer Science (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Evolutionary Biology (AREA)
  • Evolutionary Computation (AREA)
  • Physics & Mathematics (AREA)
  • Artificial Intelligence (AREA)
  • General Physics & Mathematics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Image Analysis (AREA)
  • Apparatus For Radiation Diagnosis (AREA)
  • Magnetic Resonance Imaging Apparatus (AREA)
  • Image Processing (AREA)
EP19800865.8A 2018-05-07 2019-05-07 Systems and methods for pre-processing anatomical images for feeding into a classification neural network Withdrawn EP3791310A4 (en)

Applications Claiming Priority (4)

Application Number Priority Date Filing Date Title
US15/972,912 US10706545B2 (en) 2018-05-07 2018-05-07 Systems and methods for analysis of anatomical images
US16/269,633 US10949968B2 (en) 2018-05-07 2019-02-07 Systems and methods for detecting an indication of a visual finding type in an anatomical image
US16/269,619 US10891731B2 (en) 2018-05-07 2019-02-07 Systems and methods for pre-processing anatomical images for feeding into a classification neural network
PCT/IB2019/053726 WO2019215606A1 (en) 2018-05-07 2019-05-07 Systems and methods for pre-processing anatomical images for feeding into a classification neural network

Publications (2)

Publication Number Publication Date
EP3791310A1 EP3791310A1 (en) 2021-03-17
EP3791310A4 true EP3791310A4 (en) 2022-03-30

Family

ID=66448425

Family Applications (3)

Application Number Title Priority Date Filing Date
EP19800738.7A Withdrawn EP3791325A4 (en) 2018-05-07 2019-05-07 Systems and methods for detecting an indication of a visual finding type in an anatomical image
EP19173136.3A Pending EP3567525A1 (en) 2018-05-07 2019-05-07 Systems and methods for analysis of anatomical images each captured at a unique orientation
EP19800865.8A Withdrawn EP3791310A4 (en) 2018-05-07 2019-05-07 Systems and methods for pre-processing anatomical images for feeding into a classification neural network

Family Applications Before (2)

Application Number Title Priority Date Filing Date
EP19800738.7A Withdrawn EP3791325A4 (en) 2018-05-07 2019-05-07 Systems and methods for detecting an indication of a visual finding type in an anatomical image
EP19173136.3A Pending EP3567525A1 (en) 2018-05-07 2019-05-07 Systems and methods for analysis of anatomical images each captured at a unique orientation

Country Status (4)

Country Link
EP (3) EP3791325A4 (en)
JP (1) JP2019195627A (en)
DE (1) DE202019005911U1 (en)
WO (3) WO2019215605A1 (en)

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US10891731B2 (en) 2018-05-07 2021-01-12 Zebra Medical Vision Ltd. Systems and methods for pre-processing anatomical images for feeding into a classification neural network
US10949968B2 (en) 2018-05-07 2021-03-16 Zebra Medical Vision Ltd. Systems and methods for detecting an indication of a visual finding type in an anatomical image
US10706545B2 (en) 2018-05-07 2020-07-07 Zebra Medical Vision Ltd. Systems and methods for analysis of anatomical images
US11455723B2 (en) * 2018-06-14 2022-09-27 Kheiron Medical Technologies Ltd Second reader suggestion
CN111126454B (en) * 2019-12-05 2024-03-26 东软集团股份有限公司 Image processing method, device, storage medium and electronic equipment
JP6737491B1 (en) * 2020-01-09 2020-08-12 株式会社アドイン研究所 Diagnostic device, diagnostic system and program using AI
KR102405314B1 (en) * 2020-06-05 2022-06-07 주식회사 래디센 Method and system for real-time automatic X-ray image reading based on artificial intelligence
WO2021248187A1 (en) * 2020-06-09 2021-12-16 Annalise-Ai Pty Ltd Systems and methods for automated analysis of medical images
US11487651B2 (en) 2020-07-06 2022-11-01 Fujifilm Medical Systems U.S.A., Inc. Systems and methods for quantifying the effectiveness of software at displaying a digital record
CN112101162B (en) * 2020-09-04 2024-03-26 沈阳东软智能医疗科技研究院有限公司 Image recognition model generation method and device, storage medium and electronic equipment
KR102226743B1 (en) * 2020-09-15 2021-03-12 주식회사 딥노이드 Apparatus for quantitatively measuring pneumothorax in chest radiographic images based on a learning model and method therefor
WO2022207443A1 (en) 2021-04-01 2022-10-06 Bayer Aktiengesellschaft Reinforced attention
CN113764077B (en) * 2021-07-27 2024-04-19 上海思路迪生物医学科技有限公司 Pathological image processing method and device, electronic equipment and storage medium
CN113806538B (en) * 2021-09-17 2023-08-22 平安银行股份有限公司 Label extraction model training method, device, equipment and storage medium
AU2022355074A1 (en) * 2021-09-30 2024-03-07 Microport Orthopedics Holdings Inc. Systems and methods of using photogrammetry for intraoperatively aligning surgical elements
KR102671359B1 (en) * 2022-02-18 2024-05-30 건양대학교 산학협력단 Scoliosis early screening system using chest X-ray image
WO2024036374A1 (en) * 2022-08-17 2024-02-22 Annalise-Ai Pty Ltd Methods and systems for automated analysis of medical images

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WO2006055160A2 (en) * 2004-11-19 2006-05-26 Eastman Kodak Company Detection and correction method for radiographic orientation

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US8923580B2 (en) * 2011-11-23 2014-12-30 General Electric Company Smart PACS workflow systems and methods driven by explicit learning from users
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WO2018015414A1 (en) * 2016-07-21 2018-01-25 Siemens Healthcare Gmbh Method and system for artificial intelligence based medical image segmentation
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WO2006055160A2 (en) * 2004-11-19 2006-05-26 Eastman Kodak Company Detection and correction method for radiographic orientation
US20060110021A1 (en) * 2004-11-23 2006-05-25 Hui Luo Method for recognizing projection views of radiographs

Non-Patent Citations (5)

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Title
"BILDVERARBEITUNG IN DER MEDIZIN: ALGORITHMEN, SYSTEME, ANWENDUNGEN. PROCEEDINGS DES WORKSHOPS", 1 January 2005, ISBN: 978-3-540-25052-4, article MÜLLER HENNING ET AL: "Logo and Text Removal for Medical Image Retrieval", pages: 35 - 39, XP055890944, DOI: 10.1007/3-540-26431-0_8 *
CHERMAN EVERTON ALVARES ET AL: "Multi-label Problem Transformation Methods: A Case Study", CLEI ELECTRONIC JOURNAL, 1 April 2011 (2011-04-01), pages 4 - 4, XP055890951, Retrieved from the Internet <URL:http://www.scielo.edu.uy/pdf/cleiej/v14n1/v14n1a05.pdf> [retrieved on 20220214], DOI: 10.19153/cleiej.14.1.4 *
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ZHU YINGXUAN ET AL: "An automatic system to detect and extract texts in medical images for de-identification", PROCEEDINGS OF SPIE, vol. 7628, 4 March 2010 (2010-03-04), 1000 20th St. Bellingham WA 98225-6705 USA, XP055890947, ISSN: 0277-786X, ISBN: 978-1-5106-4548-6, DOI: 10.1117/12.855588 *

Also Published As

Publication number Publication date
DE202019005911U1 (en) 2023-04-19
JP2019195627A (en) 2019-11-14
WO2019215606A1 (en) 2019-11-14
WO2019215604A1 (en) 2019-11-14
EP3791325A4 (en) 2022-04-13
WO2019215605A1 (en) 2019-11-14
EP3791325A1 (en) 2021-03-17
EP3791310A1 (en) 2021-03-17
EP3567525A1 (en) 2019-11-13

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