JP2020531971A5 - - Google Patents

Download PDF

Info

Publication number
JP2020531971A5
JP2020531971A5 JP2020508555A JP2020508555A JP2020531971A5 JP 2020531971 A5 JP2020531971 A5 JP 2020531971A5 JP 2020508555 A JP2020508555 A JP 2020508555A JP 2020508555 A JP2020508555 A JP 2020508555A JP 2020531971 A5 JP2020531971 A5 JP 2020531971A5
Authority
JP
Japan
Prior art keywords
image
pixels
microscopic
images
focus
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.)
Granted
Application number
JP2020508555A
Other languages
English (en)
Japanese (ja)
Other versions
JP7072049B2 (ja
JP2020531971A (ja
Filing date
Publication date
Application filed filed Critical
Priority claimed from PCT/EP2018/068345 external-priority patent/WO2019034328A1/en
Publication of JP2020531971A publication Critical patent/JP2020531971A/ja
Publication of JP2020531971A5 publication Critical patent/JP2020531971A5/ja
Application granted granted Critical
Publication of JP7072049B2 publication Critical patent/JP7072049B2/ja
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

JP2020508555A 2017-08-15 2018-07-06 コンボリューショナル・ニューラルを用いた、ホログラフィック顕微鏡で取得した細胞画像の品質の識別方法 Active JP7072049B2 (ja)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US201762545517P 2017-08-15 2017-08-15
US62/545,517 2017-08-15
PCT/EP2018/068345 WO2019034328A1 (en) 2017-08-15 2018-07-06 IDENTIFYING THE QUALITY OF CELLULAR IMAGES ACQUIRED USING DIGITAL HOLOGRAPHIC MICROSCOPY USING CONVOLUTIONAL NEURAL NETWORKS

Publications (3)

Publication Number Publication Date
JP2020531971A JP2020531971A (ja) 2020-11-05
JP2020531971A5 true JP2020531971A5 (cg-RX-API-DMAC7.html) 2020-12-24
JP7072049B2 JP7072049B2 (ja) 2022-05-19

Family

ID=63077840

Family Applications (1)

Application Number Title Priority Date Filing Date
JP2020508555A Active JP7072049B2 (ja) 2017-08-15 2018-07-06 コンボリューショナル・ニューラルを用いた、ホログラフィック顕微鏡で取得した細胞画像の品質の識別方法

Country Status (5)

Country Link
US (2) US11227386B2 (cg-RX-API-DMAC7.html)
EP (1) EP3669227B8 (cg-RX-API-DMAC7.html)
JP (1) JP7072049B2 (cg-RX-API-DMAC7.html)
CN (1) CN111051955B (cg-RX-API-DMAC7.html)
WO (1) WO2019034328A1 (cg-RX-API-DMAC7.html)

Families Citing this family (32)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11222415B2 (en) * 2018-04-26 2022-01-11 The Regents Of The University Of California Systems and methods for deep learning microscopy
US10706328B2 (en) * 2018-05-07 2020-07-07 Google Llc Focus-weighted, machine learning disease classifier error prediction for microscope slide images
US11157816B2 (en) * 2018-10-17 2021-10-26 Capital One Services, Llc Systems and methods for selecting and generating log parsers using neural networks
US10452700B1 (en) 2018-10-17 2019-10-22 Capital One Services, Llc Systems and methods for parsing log files using classification and plurality of neural networks
EP3644228B1 (en) * 2018-10-23 2024-08-14 The Chinese University Of Hong Kong Method and apparatus for segmenting cellular image
DE102018133188A1 (de) * 2018-12-20 2020-06-25 Carl Zeiss Microscopy Gmbh Abstandbestimmung einer probenebene in einem mikroskopsystem
US11405547B2 (en) * 2019-02-01 2022-08-02 Electronics And Telecommunications Research Institute Method and apparatus for generating all-in-focus image using multi-focus image
AU2020262090A1 (en) * 2019-04-22 2021-11-11 The Regents Of The University Of California System and method for deep learning-based color holographic microscopy
EP3757648B1 (en) * 2019-06-28 2023-08-30 Associação Fraunhofer Portugal Optical system attachable to a mobile device for scanning biological sample slides and operating method thereof
CN110516561B (zh) * 2019-08-05 2022-12-06 西安电子科技大学 基于dcgan和cnn的sar图像目标识别方法
CN110736747B (zh) * 2019-09-03 2022-08-19 深思考人工智能机器人科技(北京)有限公司 一种细胞液基涂片镜下定位的方法及系统
CN111091539B (zh) * 2019-12-09 2024-03-26 上海联影智能医疗科技有限公司 网络模型训练、医学图像处理方法、装置、介质及设备
DE102020106857A1 (de) * 2020-03-12 2021-09-16 Carl Zeiss Microscopy Gmbh Mikroskopiesystem und verfahren zum verarbeiten von mikroskopbildern
WO2021188839A1 (en) * 2020-03-20 2021-09-23 The Regents Of The University Of California Single-shot autofocusing of microscopy images using deep learning
GB2595873B (en) * 2020-06-09 2023-01-25 Ffei Ltd A method for analysing scanning efficacy
EP4177332A4 (en) * 2020-07-02 2025-04-30 FUJIFILM Corporation INFORMATION PROCESSING DEVICE, INFORMATION PROCESSING METHOD AND PROGRAM
GB2596864A (en) * 2020-07-10 2022-01-12 Graphcore Ltd Machine learning computer
EP4193207A4 (en) * 2020-08-07 2024-09-04 Nanotronics Imaging, Inc. DEEP LEARNING MODEL FOR AUTOFOCUS MICROSCOPE SYSTEMS
CN111709390A (zh) * 2020-08-11 2020-09-25 山东省食品药品检验研究院 基于显微图像的草酸钙晶体智能鉴别方法和系统
JP7495301B2 (ja) 2020-08-28 2024-06-04 浜松ホトニクス株式会社 学習モデル生成方法、識別方法、学習モデル生成システム、識別システム、学習モデル生成プログラム、識別プログラム及び記録媒体
JP7771179B2 (ja) 2020-10-16 2025-11-17 ライフ テクノロジーズ コーポレーション 人工知能を使用したオートフォーカス及び自動細胞計数のためのシステム及び方法
WO2022113366A1 (ja) * 2020-11-30 2022-06-02 株式会社ニコン 学習済みモデルを生成する方法、画像処理方法、画像変換装置、プログラム
KR102449858B1 (ko) * 2021-07-08 2022-09-30 가톨릭대학교 산학협력단 암 세포 판정을 위한 핵이미지 선별 장치 및 핵이미지 선별 방법
JP7736065B2 (ja) * 2021-07-29 2025-09-09 株式会社島津製作所 細胞画像解析方法
TWI828009B (zh) * 2021-11-19 2024-01-01 財團法人工業技術研究院 免標記式細胞活性檢測的方法及訓練人工智慧執行免標記式細胞活性檢測的方法
US11906433B2 (en) * 2021-12-14 2024-02-20 Instituto Potosino de Investigación Científica y Tecnológica A.C. System and method for three-dimensional imaging of unstained samples using bright field microscopy
JP2025501516A (ja) 2021-12-17 2025-01-22 ベックマン コールター, インコーポレイテッド 多層処理を通じた焦点品質決定
KR102436267B1 (ko) * 2021-12-24 2022-08-26 (주)힉스컴퍼니 병렬 처리 방법 및 이를 이용한 고속 프로세싱 시스템
WO2024181593A1 (ko) * 2023-02-27 2024-09-06 가톨릭대학교 산학협력단 암 세포 판정을 위한 핵이미지 선별 장치 및 핵이미지 선별 방법
CN116563735A (zh) * 2023-05-15 2023-08-08 国网电力空间技术有限公司 一种基于深度人工智能的输电杆塔巡检图像对焦判断方法
DE102024116985A1 (de) * 2024-06-17 2025-12-18 Carl Zeiss Microscopy Gmbh Verfahren zum Nachführen einer Fokuslage einer Bildgebungseinrichtung in eine Soll-Fokuslage
WO2026022965A1 (ja) * 2024-07-24 2026-01-29 株式会社日立ハイテク 情報処理装置、方法、およびプログラム

Family Cites Families (36)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US4998284A (en) * 1987-11-17 1991-03-05 Cell Analysis Systems, Inc. Dual color camera microscope and methodology for cell staining and analysis
US5655028A (en) * 1991-12-30 1997-08-05 University Of Iowa Research Foundation Dynamic image analysis system
WO1996010237A1 (en) * 1994-09-20 1996-04-04 Neopath, Inc. Biological specimen analysis system processing integrity checking apparatus
JPH09311102A (ja) 1996-05-24 1997-12-02 Hitachi Ltd フロー式粒子画像解析方法および装置
DE60045076D1 (de) 1999-08-10 2010-11-18 Cellavision Ab Verfahren und Vorrichtungen in einem optischen System
US7034883B1 (en) * 1999-08-10 2006-04-25 Cellavision Ab Automatic focusing
US20030143524A1 (en) * 2002-01-31 2003-07-31 Boaz Lerner Method and system for determining the amount, distribution and conformation of genetic material in a cell
US7760927B2 (en) * 2003-09-10 2010-07-20 Bioimagene, Inc. Method and system for digital image based tissue independent simultaneous nucleus cytoplasm and membrane quantitation
US20060178833A1 (en) 2005-02-04 2006-08-10 Bauer Kenneth D System for and method of providing diagnostic information through microscopic imaging
SE530750C2 (sv) * 2006-07-19 2008-09-02 Hemocue Ab En mätapparat, en metod och ett datorprogram
US8143600B2 (en) * 2008-02-18 2012-03-27 Visiongate, Inc. 3D imaging of live cells with ultraviolet radiation
US8326029B1 (en) * 2008-03-21 2012-12-04 Hewlett-Packard Development Company, L.P. Background color driven content retrieval
US7761250B2 (en) * 2008-06-18 2010-07-20 Tokyo Electron Limited Optical metrology system optimized with design goals
JP5476879B2 (ja) * 2008-09-29 2014-04-23 ソニー株式会社 画像処理装置および係数学習装置。
US8049811B2 (en) * 2009-01-28 2011-11-01 Board Of Regents, The University Of Texas System Automatic focusing apparatus and method for digital images using automatic filter switching
KR101747983B1 (ko) * 2009-08-22 2017-06-15 더 보드 어브 트러스티스 어브 더 리랜드 스탠포드 주니어 유니버시티 배아, 난모세포, 그리고 줄기 세포의 이미징과 평가
US20110059861A1 (en) * 2009-09-08 2011-03-10 Nodality, Inc. Analysis of cell networks
WO2011052036A1 (ja) * 2009-10-27 2011-05-05 富士通株式会社 生体情報処理装置、生体情報処理方法及び生体情報処理用コンピュータプログラム
US8744164B2 (en) * 2010-04-06 2014-06-03 Institute For Systems Biology Automated analysis of images using bright field microscopy
CN102411715A (zh) 2010-09-21 2012-04-11 张云超 有监督学习功能的细胞图像自动分类方法和系统
US8503801B2 (en) * 2010-09-21 2013-08-06 Adobe Systems Incorporated System and method for classifying the blur state of digital image pixels
US9562861B2 (en) * 2011-04-05 2017-02-07 Nalco Company Method of monitoring macrostickies in a recycling and paper or tissue making process involving recycled pulp
US20140192178A1 (en) * 2011-08-12 2014-07-10 Agency For Science, Technology And Research Method and system for tracking motion of microscopic objects within a three-dimensional volume
US8885941B2 (en) * 2011-09-16 2014-11-11 Adobe Systems Incorporated System and method for estimating spatially varying defocus blur in a digital image
US8902328B2 (en) * 2013-03-14 2014-12-02 Konica Minolta Laboratory U.S.A., Inc. Method of selecting a subset from an image set for generating high dynamic range image
CA2944829C (en) 2014-05-23 2022-10-25 Ting Chen Systems and methods for detection of biological structures and/or patterns in images
JP6503382B2 (ja) 2014-06-16 2019-04-17 シーメンス・ヘルスケア・ダイアグノスティックス・インコーポレーテッドSiemens Healthcare Diagnostics Inc. 血液学用デジタルホログラフィ顕微鏡検査データ分析
US9927604B2 (en) * 2014-09-12 2018-03-27 Research Foundation Of The City University Of New York Biologically inspired algorithm based method for near real-time tracking of moving objects in three dimensional environment
US9524450B2 (en) 2015-03-04 2016-12-20 Accenture Global Services Limited Digital image processing using convolutional neural networks
US9836839B2 (en) * 2015-05-28 2017-12-05 Tokitae Llc Image analysis systems and related methods
EP3353606B1 (en) 2015-09-22 2024-03-13 Siemens Healthineers AG Auto-referencing in digital holographic microscopy reconstruction
US10460231B2 (en) 2015-12-29 2019-10-29 Samsung Electronics Co., Ltd. Method and apparatus of neural network based image signal processor
ES2944957T3 (es) 2016-03-16 2023-06-27 Siemens Healthcare Gmbh Diferencial de 5 partes de alta exactitud con microscopía holográfica digital y leucocitos intactos de sangre periférica
US20180018757A1 (en) * 2016-07-13 2018-01-18 Kenji Suzuki Transforming projection data in tomography by means of machine learning
US10573003B2 (en) * 2017-02-13 2020-02-25 Amit Sethi Systems and methods for computational pathology using points-of-interest
US11416714B2 (en) * 2017-03-24 2022-08-16 Revealit Corporation Method, system, and apparatus for identifying and revealing selected objects from video

Similar Documents

Publication Publication Date Title
CN111051955B (zh) 通过使用卷积神经网络来标识利用数字全息显微镜所获取的细胞图像的品质
CN110147721B (zh) 一种三维人脸识别方法、模型训练方法和装置
IL299819B2 (en) Learnable defect detection for semiconductor applications
JP2023547814A5 (cg-RX-API-DMAC7.html)
CN109376696B (zh) 视频动作分类的方法、装置、计算机设备和存储介质
CN110956615B (zh) 图像质量评估模型训练方法、装置、电子设备及存储介质
TWI715888B (zh) 車險影像處理方法、裝置、電腦可讀取儲存媒體和計算設備
US20170364742A1 (en) Lip-reading recognition method and apparatus based on projection extreme learning machine
JP2021521993A5 (cg-RX-API-DMAC7.html)
CN110580500A (zh) 一种面向人物交互的网络权重生成少样本图像分类方法
CN112528782A (zh) 水下鱼类目标检测方法及装置
JP2018028899A5 (cg-RX-API-DMAC7.html)
JP2016502218A5 (cg-RX-API-DMAC7.html)
CN105760488B (zh) 基于多层次特征融合的图像表达方法和装置
JP2011138500A5 (cg-RX-API-DMAC7.html)
CN114445884B (zh) 训练多目标检测模型的方法、检测方法及相关装置
KR102313215B1 (ko) 특징 생성 기술을 이용한 머신러닝 기반 결함 분류 장치 및 방법
US20180109776A1 (en) Method, system and medium for improving the quality of 2d-to-3d automatic image conversion using machine learning techniques
JP2021166284A5 (cg-RX-API-DMAC7.html)
CN114863221A (zh) 检测模型的训练方法、装置、系统、设备及存储介质
CN103745454A (zh) 一种基于排序学习的图像处理算法或系统的评价方法
CN120707532A (zh) 协同文本提示与视觉修复的降质图像缺陷检测方法及系统
CN106203428B (zh) 基于模糊估计融合的图像显著性检测方法
CN109190471B (zh) 基于自然语言描述的视频监控行人搜索的注意力模型方法
Everett et al. Masked capsule autoencoders