JP7791106B2 - チャネル符号化スラブを用いたoct en face病変セグメンテーション - Google Patents

チャネル符号化スラブを用いたoct en face病変セグメンテーション

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Publication number
JP7791106B2
JP7791106B2 JP2022564330A JP2022564330A JP7791106B2 JP 7791106 B2 JP7791106 B2 JP 7791106B2 JP 2022564330 A JP2022564330 A JP 2022564330A JP 2022564330 A JP2022564330 A JP 2022564330A JP 7791106 B2 JP7791106 B2 JP 7791106B2
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image
oct
data
images
channel
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JP2023523245A (ja
JP2023523245A5 (https=
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システルネス、ルイス デ
マニヴァンナン、ニランチャナ
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Carl Zeiss Meditec Inc
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Carl Zeiss Meditec Inc
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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
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B3/00Apparatus for testing the eyes; Instruments for examining the eyes
    • A61B3/10Objective types, i.e. instruments for examining the eyes independent of the patients' perceptions or reactions
    • A61B3/102Objective types, i.e. instruments for examining the eyes independent of the patients' perceptions or reactions for optical coherence tomography [OCT]
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B3/00Apparatus for testing the eyes; Instruments for examining the eyes
    • A61B3/10Objective types, i.e. instruments for examining the eyes independent of the patients' perceptions or reactions
    • A61B3/12Objective types, i.e. instruments for examining the eyes independent of the patients' perceptions or reactions for looking at the eye fundus, e.g. ophthalmoscopes
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B3/00Apparatus for testing the eyes; Instruments for examining the eyes
    • A61B3/10Objective types, i.e. instruments for examining the eyes independent of the patients' perceptions or reactions
    • A61B3/12Objective types, i.e. instruments for examining the eyes independent of the patients' perceptions or reactions for looking at the eye fundus, e.g. ophthalmoscopes
    • A61B3/1241Objective types, i.e. instruments for examining the eyes independent of the patients' perceptions or reactions for looking at the eye fundus, e.g. ophthalmoscopes specially adapted for observation of ocular blood flow, e.g. by fluorescein angiography
    • 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
    • G06T2207/10072Tomographic images
    • G06T2207/10101Optical tomography; Optical coherence tomography [OCT]
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/20Special algorithmic details
    • G06T2207/20084Artificial neural networks [ANN]
    • 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
    • G06T2207/30041Eye; Retina; Ophthalmic

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  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Health & Medical Sciences (AREA)
  • Medical Informatics (AREA)
  • Biomedical Technology (AREA)
  • Radiology & Medical Imaging (AREA)
  • Ophthalmology & Optometry (AREA)
  • Molecular Biology (AREA)
  • Surgery (AREA)
  • Animal Behavior & Ethology (AREA)
  • Biophysics (AREA)
  • Public Health (AREA)
  • Veterinary Medicine (AREA)
  • Heart & Thoracic Surgery (AREA)
  • Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
  • Hematology (AREA)
  • Vascular Medicine (AREA)
  • Quality & Reliability (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • General Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Eye Examination Apparatus (AREA)
JP2022564330A 2020-04-29 2021-04-28 チャネル符号化スラブを用いたoct en face病変セグメンテーション Active JP7791106B2 (ja)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US202063017574P 2020-04-29 2020-04-29
US63/017,574 2020-04-29
PCT/EP2021/061147 WO2021219727A1 (en) 2020-04-29 2021-04-28 Oct en face pathology segmentation using channel-coded slabs

Publications (3)

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JP2023523245A JP2023523245A (ja) 2023-06-02
JP2023523245A5 JP2023523245A5 (https=) 2024-04-25
JP7791106B2 true JP7791106B2 (ja) 2025-12-23

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Country Link
US (1) US20230140881A1 (https=)
EP (1) EP4143781B1 (https=)
JP (1) JP7791106B2 (https=)
CN (1) CN115443480A (https=)
WO (1) WO2021219727A1 (https=)

Families Citing this family (10)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11972574B2 (en) * 2021-03-15 2024-04-30 Dotter Co., Ltd. Deep learning based image segmentation method including biodegradable stent in intravascular optical tomography image
US20240206727A1 (en) * 2021-04-30 2024-06-27 University Of Washington Techniques for automatically segmenting ocular imagery and predicting progression of age-related macular degeneration
US20240296555A1 (en) * 2021-05-26 2024-09-05 Yissum Research Development Company Of The Hebrew University Of Jerusalem Ltd. Machine learning classification of retinal atrophy in oct scans
CN114387220B (zh) * 2021-12-20 2025-03-28 复旦大学 一种基于深度学习的脑部mr图像规范化系统
US11972512B2 (en) * 2022-01-25 2024-04-30 Adobe Inc. Directional editing of digital images
CN115330807B (zh) * 2022-07-12 2025-10-24 国电南瑞科技股份有限公司 一种基于混合卷积网络的脉络膜新生血管图像分割方法
EP4634608A1 (en) * 2022-12-16 2025-10-22 Danmarks Tekniske Universitet A method of using optical coherence tomography for training a machine learning model, a method of determining an unknown condition using the trained model, a method of determining segmentation in a sample, and an optical coherence tomography system
CN116664568B (zh) * 2023-07-31 2023-10-13 山东大学 基于多可见光光谱oct影像的视网膜层分割方法及系统
AU2024340116A1 (en) * 2023-09-15 2026-02-12 Alcon Inc. Spatial binding of imaging data from multiple modalities
CN117974645B (zh) * 2024-03-29 2024-05-28 北京智想创源科技有限公司 基于计算机视觉的支气管镜图像处理方法

Citations (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2014516646A (ja) 2011-04-29 2014-07-17 ザ ジェネラル ホスピタル コーポレイション 散乱媒質の深さ分解した物理的及び/又は光学的特性を決定する方法
JP2014147780A (ja) 2013-02-01 2014-08-21 Topcon Corp 3次元光コヒーレンストモグラフィを用いた、減衰に基づく視神経障害の検出
JP2015136626A (ja) 2014-01-21 2015-07-30 株式会社トプコン 地図状萎縮の同定及び測定
JP2018515297A (ja) 2015-03-26 2018-06-14 アイコー,エルエルシー 画像解析
JP2019177032A (ja) 2018-03-30 2019-10-17 株式会社ニデック 眼科画像処理装置、および眼科画像処理プログラム
WO2019210079A1 (en) 2018-04-26 2019-10-31 Voxeleron, LLC Method and system for disease analysis and interpretation
JP2019531817A (ja) 2016-10-13 2019-11-07 トランスレイタム メディカス インコーポレイテッド 眼疾患の検出のためのシステム及び方法
WO2020066324A1 (ja) 2018-09-28 2020-04-02 株式会社トプコン 眼科撮影装置、その制御方法、プログラム、及び記録媒体

Family Cites Families (34)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
AUPM537994A0 (en) 1994-04-29 1994-05-26 Australian National University, The Early detection of glaucoma
US6549801B1 (en) 1998-06-11 2003-04-15 The Regents Of The University Of California Phase-resolved optical coherence tomography and optical doppler tomography for imaging fluid flow in tissue with fast scanning speed and high velocity sensitivity
US6741359B2 (en) 2002-05-22 2004-05-25 Carl Zeiss Meditec, Inc. Optical coherence tomography optical scanner
US7359062B2 (en) 2003-12-09 2008-04-15 The Regents Of The University Of California High speed spectral domain functional optical coherence tomography and optical doppler tomography for in vivo blood flow dynamics and tissue structure
US7301644B2 (en) 2004-12-02 2007-11-27 University Of Miami Enhanced optical coherence tomography for anatomical mapping
US7365856B2 (en) 2005-01-21 2008-04-29 Carl Zeiss Meditec, Inc. Method of motion correction in optical coherence tomography imaging
CN101626719B (zh) 2006-09-26 2012-07-18 俄勒冈健康与科学大学 体内结构和流动成像
US8132916B2 (en) 2008-12-12 2012-03-13 Carl Zeiss Meditec, Inc. High precision contrast ratio display for visual stimulus
WO2010138645A2 (en) * 2009-05-29 2010-12-02 University Of Pittsburgh - Of The Commonwealth System Of Higher Education Blood vessel segmentation with three-dimensional spectral domain optical coherence tomography
TW201140226A (en) 2010-02-08 2011-11-16 Oregon Health & Amp Science University Method and apparatus for ultrahigh sensitive optical microangiography
DE102010050693A1 (de) 2010-11-06 2012-05-10 Carl Zeiss Meditec Ag Funduskamera mit streifenförmiger Pupillenteilung und Verfahren zur Aufzeichnung von Fundusaufnahmen
JP5701024B2 (ja) * 2010-11-26 2015-04-15 キヤノン株式会社 画像処理装置及び方法
CN103429140B (zh) 2011-03-17 2017-06-23 卡尔蔡司医疗技术股份公司 在视野测试中用于屈光矫正的系统和方法
US8433393B2 (en) 2011-07-07 2013-04-30 Carl Zeiss Meditec, Inc. Inter-frame complex OCT data analysis techniques
US9332902B2 (en) 2012-01-20 2016-05-10 Carl Zeiss Meditec, Inc. Line-field holoscopy
US8931905B2 (en) 2013-01-25 2015-01-13 James Waller Lambuth Lewis Binocular measurement method and device
US9456746B2 (en) 2013-03-15 2016-10-04 Carl Zeiss Meditec, Inc. Systems and methods for broad line fundus imaging
US9759544B2 (en) 2014-08-08 2017-09-12 Carl Zeiss Meditec, Inc. Methods of reducing motion artifacts for optical coherence tomography angiography
EP3253276B1 (en) 2015-02-05 2025-08-13 Carl Zeiss Meditec AG A method and apparatus for reducing scattered light in broad-line fundus imaging
US9700206B2 (en) 2015-02-05 2017-07-11 Carl Zeiss Meditec, Inc. Acquistion and analysis techniques for improved outcomes in optical coherence tomography angiography
US10123689B2 (en) * 2015-10-28 2018-11-13 Oregon Health & Science University Systems and methods for retinal layer segmentation in OCT imaging and OCT angiography
WO2017143300A1 (en) * 2016-02-19 2017-08-24 Optovue, Inc. Methods and apparatus for reducing artifacts in oct angiography using machine learning techniques
CN107909102A (zh) * 2017-11-10 2018-04-13 天津大学 一种组织病理图像的分类方法
US10719932B2 (en) * 2018-03-01 2020-07-21 Carl Zeiss Meditec, Inc. Identifying suspicious areas in ophthalmic data
CN109308701A (zh) * 2018-08-31 2019-02-05 南京理工大学 深度级联模型的sd-oct图像ga病变分割方法
US11989877B2 (en) * 2018-09-18 2024-05-21 MacuJect Pty Ltd Method and system for analysing images of a retina
US20200193156A1 (en) * 2018-12-12 2020-06-18 Tesseract Health, Inc. Biometric identification techniques
CN110010219B (zh) * 2019-03-13 2021-12-10 杭州电子科技大学 光学相干层析图像视网膜病变智能检测系统及检测方法
US11263747B2 (en) * 2019-04-26 2022-03-01 Oregon Health & Science University Detecting avascular areas using neural networks
US11974811B2 (en) * 2019-04-26 2024-05-07 Oregon Health & Science University Detecting avascular and signal reduction areas in retinas using neural networks
US11935232B2 (en) * 2019-08-30 2024-03-19 Google Llc Predicting disease progression from tissue images and tissue segmentation maps
US11883099B2 (en) * 2019-11-27 2024-01-30 Oregon Health & Science University Noninvasive techniques for identifying choroidal neovascularization in retinal scans
WO2021113672A1 (en) * 2019-12-05 2021-06-10 Genentech, Inc. Neural network processing of oct data to generate predictions of geographic-atrophy growth rates
US12499535B2 (en) * 2020-01-24 2025-12-16 The Regents Of The University Of California Retinal disease biomarker prediction by stacking slices of 3D OCT image to reshape into 2D image and applying trained feature extractor and CNN

Patent Citations (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2014516646A (ja) 2011-04-29 2014-07-17 ザ ジェネラル ホスピタル コーポレイション 散乱媒質の深さ分解した物理的及び/又は光学的特性を決定する方法
JP2014147780A (ja) 2013-02-01 2014-08-21 Topcon Corp 3次元光コヒーレンストモグラフィを用いた、減衰に基づく視神経障害の検出
JP2015136626A (ja) 2014-01-21 2015-07-30 株式会社トプコン 地図状萎縮の同定及び測定
JP2018515297A (ja) 2015-03-26 2018-06-14 アイコー,エルエルシー 画像解析
JP2019531817A (ja) 2016-10-13 2019-11-07 トランスレイタム メディカス インコーポレイテッド 眼疾患の検出のためのシステム及び方法
JP2019177032A (ja) 2018-03-30 2019-10-17 株式会社ニデック 眼科画像処理装置、および眼科画像処理プログラム
WO2019210079A1 (en) 2018-04-26 2019-10-31 Voxeleron, LLC Method and system for disease analysis and interpretation
WO2020066324A1 (ja) 2018-09-28 2020-04-02 株式会社トプコン 眼科撮影装置、その制御方法、プログラム、及び記録媒体

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CN115443480A (zh) 2022-12-06
EP4143781A1 (en) 2023-03-08
JP2023523245A (ja) 2023-06-02
WO2021219727A1 (en) 2021-11-04
US20230140881A1 (en) 2023-05-11
EP4143781B1 (en) 2025-12-10

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