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EP3791310A4 - SYSTEMS AND METHODS FOR PREPROCESSING ANATOMIC IMAGES FOR INTRODUCTION TO A CLASSIFICATION NEURAL NETWORK - Google Patents

SYSTEMS AND METHODS FOR PREPROCESSING ANATOMIC IMAGES FOR INTRODUCTION TO 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
preprocessing
introduction
systems
methods
neural network
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Withdrawn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 US16/269,619 external-priority patent/US10891731B2/en
Priority claimed from US16/269,633 external-priority patent/US10949968B2/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Withdrawn legal-status Critical Current

Links

Classifications

    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/25Fusion techniques
    • G06F18/254Fusion techniques of classification results, e.g. of results related to same input data
    • G06F18/256Fusion techniques of classification results, e.g. of results related to same input data of results relating to different input data, e.g. multimodal recognition
    • 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
    • G06V10/82Arrangements for image or video recognition or understanding using pattern recognition or machine learning using neural networks
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/40Extraction of image or video features
    • G06V10/44Local 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
    • G06V10/443Local 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
    • G06V10/449Biologically inspired filters, e.g. difference of Gaussians [DoG] or Gabor filters
    • G06V10/451Biologically inspired filters, e.g. difference of Gaussians [DoG] or Gabor filters with interaction between the filter responses, e.g. cortical complex cells
    • G06V10/454Integrating the filters into a hierarchical structure, e.g. convolutional neural networks [CNN]
    • 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

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Data Mining & Analysis (AREA)
  • Evolutionary Computation (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Artificial Intelligence (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Evolutionary Biology (AREA)
  • General Engineering & Computer Science (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Computing Systems (AREA)
  • Databases & Information Systems (AREA)
  • General Health & Medical Sciences (AREA)
  • Medical Informatics (AREA)
  • Software Systems (AREA)
  • Multimedia (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 PREPROCESSING ANATOMIC IMAGES FOR INTRODUCTION TO 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
US16/269,619 US10891731B2 (en) 2018-05-07 2019-02-07 Systems and methods for pre-processing anatomical images for feeding into a classification neural network
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
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 RECOGNIZING A DISPLAY OF A VISUAL FINDING IN AN ANATOMIC IMAGE
EP19800865.8A Withdrawn EP3791310A4 (en) 2018-05-07 2019-05-07 SYSTEMS AND METHODS FOR PREPROCESSING ANATOMIC IMAGES FOR INTRODUCTION TO A CLASSIFICATION NEURAL NETWORK
EP19173136.3A Withdrawn EP3567525A1 (en) 2018-05-07 2019-05-07 Systems and methods for analysis of anatomical images each captured at a unique orientation

Family Applications Before (1)

Application Number Title Priority Date Filing Date
EP19800738.7A Withdrawn EP3791325A4 (en) 2018-05-07 2019-05-07 SYSTEMS AND METHODS FOR RECOGNIZING A DISPLAY OF A VISUAL FINDING IN AN ANATOMIC IMAGE

Family Applications After (1)

Application Number Title Priority Date Filing Date
EP19173136.3A Withdrawn 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) WO2019215604A1 (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
DK3806745T3 (en) * 2018-06-14 2022-05-23 Kheiron Medical Tech Ltd SECOND READER
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
CN115996670B (en) * 2020-05-13 2025-10-31 Eos成像公司 Medical imaging conversion method and associated medical imaging 3D model personalization method
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
JP7597318B2 (en) * 2020-09-17 2024-12-10 みずほリサーチ&テクノロジーズ株式会社 Decision prediction system, decision prediction method, and decision prediction program
US11620748B2 (en) * 2021-01-11 2023-04-04 International Business Machines Corporation Systems and methods for generating a 2D image from a 3D medical image
JP7674860B2 (en) * 2021-03-08 2025-05-12 キヤノンメディカルシステムズ株式会社 Diagnosis Support System
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
EP4366662A4 (en) * 2021-09-30 2024-11-06 MicroPort Orthopedics Holdings Inc. SYSTEMS AND METHODS FOR USING PHOTOGRAMMETRY FOR INTRAOPERATIVE ALIGNMENT OF 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
CN120766890B (en) * 2025-09-08 2025-12-05 杭州普健医疗科技有限公司 CT image auxiliary detection method and system for liver focal lesions

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"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 *
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Also Published As

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

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