JP7252206B2 - 画像アーチファクト特定及び除去のための深層学習ネットワークを有する超音波システム - Google Patents

画像アーチファクト特定及び除去のための深層学習ネットワークを有する超音波システム Download PDF

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JP7252206B2
JP7252206B2 JP2020507998A JP2020507998A JP7252206B2 JP 7252206 B2 JP7252206 B2 JP 7252206B2 JP 2020507998 A JP2020507998 A JP 2020507998A JP 2020507998 A JP2020507998 A JP 2020507998A JP 7252206 B2 JP7252206 B2 JP 7252206B2
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ultrasound
artifacts
neural network
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JP2020531074A (ja
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アナップ アガルワル
ケイス ウィリアム ジョンソン
リアン チャン
アール エム． カンフィールド
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Koninklijke Philips NV
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    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
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    • 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
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    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
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    • A61B8/0833—Clinical applications involving detecting or locating foreign bodies or organic structures
    • A61B8/085—Clinical applications involving detecting or locating foreign bodies or organic structures for locating body or organic structures, e.g. tumours, calculi, blood vessels, nodules
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    • A61B8/42—Details of probe positioning or probe attachment to the patient
    • A61B8/4245—Details of probe positioning or probe attachment to the patient involving determining the position of the probe, e.g. with respect to an external reference frame or to the patient
    • A61B8/4254—Details of probe positioning or probe attachment to the patient involving determining the position of the probe, e.g. with respect to an external reference frame or to the patient using sensors mounted on the probe
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    • A61B8/5246—Devices using data or image processing specially adapted for diagnosis using ultrasonic, sonic or infrasonic waves involving processing of medical diagnostic data for combining image data of patient, e.g. merging several images from different acquisition modes into one image combining images from the same or different imaging techniques, e.g. color Doppler and B-mode
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    • A61B8/5269—Devices using data or image processing specially adapted for diagnosis using ultrasonic, sonic or infrasonic waves involving detection or reduction of artifacts
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    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
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    • G16H30/40—ICT specially adapted for the handling or processing of medical images for processing medical images, e.g. editing
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    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H40/00—ICT 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
    • G16H40/60—ICT 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 operation of medical equipment or devices
    • G16H40/63—ICT 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 operation of medical equipment or devices for local operation
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
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    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/10—Image acquisition modality
    • G06T2207/10132—Ultrasound image
    • G—PHYSICS
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    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/20—Special algorithmic details
    • G06T2207/20081—Training; Learning
    • G—PHYSICS
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    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
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    • G06T2207/20—Special algorithmic details
    • G06T2207/20084—Artificial neural networks [ANN]
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    • 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
    • G06T2207/30101—Blood vessel; Artery; Vein; Vascular
    • 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

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  • Engineering & Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Physics & Mathematics (AREA)
  • General Health & Medical Sciences (AREA)
  • Biomedical Technology (AREA)
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  • Theoretical Computer Science (AREA)
  • Public Health (AREA)
  • Molecular Biology (AREA)
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  • Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
  • Radiology & Medical Imaging (AREA)
  • General Physics & Mathematics (AREA)
  • Pathology (AREA)
  • Data Mining & Analysis (AREA)
  • Veterinary Medicine (AREA)
  • Animal Behavior & Ethology (AREA)
  • Surgery (AREA)
  • Heart & Thoracic Surgery (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Evolutionary Computation (AREA)
  • General Engineering & Computer Science (AREA)
  • Artificial Intelligence (AREA)
  • Primary Health Care (AREA)
  • Epidemiology (AREA)
  • Mathematical Physics (AREA)
  • Computing Systems (AREA)
  • Computational Linguistics (AREA)
  • Software Systems (AREA)
  • Vascular Medicine (AREA)
  • Databases & Information Systems (AREA)
  • Quality & Reliability (AREA)
  • Multimedia (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • General Business, Economics & Management (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Evolutionary Biology (AREA)
  • Business, Economics & Management (AREA)
  • Ultra Sonic Daignosis Equipment (AREA)
JP2020507998A 2017-08-17 2018-08-02 画像アーチファクト特定及び除去のための深層学習ネットワークを有する超音波システム Active JP7252206B2 (ja)

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US201762546588P 2017-08-17 2017-08-17
US62/546,588 2017-08-17
PCT/EP2018/070960 WO2019034436A1 (en) 2017-08-17 2018-08-02 ULTRASONIC SYSTEM COMPRISING A DEEP LEARNING NETWORK FOR PERMITTING THE IDENTIFICATION AND ELIMINATION OF IMAGE ARTIFACTS

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JP2020531074A JP2020531074A (ja) 2020-11-05
JP2020531074A5 JP2020531074A5 (enExample) 2021-09-09
JP7252206B2 true JP7252206B2 (ja) 2023-04-04

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US (1) US11238562B2 (enExample)
EP (1) EP3669371A1 (enExample)
JP (1) JP7252206B2 (enExample)
CN (1) CN111095428B (enExample)
WO (1) WO2019034436A1 (enExample)

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JP7269778B2 (ja) * 2019-04-04 2023-05-09 富士フイルムヘルスケア株式会社 超音波撮像装置、および、画像処理装置
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JP2007507271A (ja) 2003-09-30 2007-03-29 コーニンクレッカ フィリップス エレクトロニクス エヌ ヴィ 超音波イメージングにおけるスモールアンサンブル長によるクラッタフィルタリング
JP2010511420A (ja) 2006-12-04 2010-04-15 コーニンクレッカ フィリップス エレクトロニクス エヌ ヴィ マルチラインカラーフロー及び血管超音波イメージングに関する方法及び装置
JP2017042646A (ja) 2011-04-26 2017-03-02 ユニバーシティ オブ バージニア パテント ファウンデーション 超音波を使用する骨表面画像再構成
JP2015142608A (ja) 2014-01-31 2015-08-06 株式会社東芝 超音波診断装置及び超音波診断プログラム
JP2016221264A (ja) 2015-05-27 2016-12-28 シーメンス メディカル ソリューションズ ユーエスエー インコーポレイテッドＳｉｅｍｅｎｓ Ｍｅｄｉｃａｌ Ｓｏｌｕｔｉｏｎｓ ＵＳＡ，Ｉｎｃ． 知識ベース超音波画像強調

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