JP7736065B2 - 細胞画像解析方法 - Google Patents

細胞画像解析方法

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Publication number
JP7736065B2
JP7736065B2 JP2023538552A JP2023538552A JP7736065B2 JP 7736065 B2 JP7736065 B2 JP 7736065B2 JP 2023538552 A JP2023538552 A JP 2023538552A JP 2023538552 A JP2023538552 A JP 2023538552A JP 7736065 B2 JP7736065 B2 JP 7736065B2
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Japan
Prior art keywords
cell
image
cell image
value
trained model
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JP2023538552A
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English (en)
Japanese (ja)
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JPWO2023008428A1 (https=
Inventor
隆二 澤田
周平 山本
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.)
Shimadzu Corp
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Shimadzu Corp
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Classifications

    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • C—CHEMISTRY; METALLURGY
    • C12—BIOCHEMISTRY; BEER; SPIRITS; WINE; VINEGAR; MICROBIOLOGY; ENZYMOLOGY; MUTATION OR GENETIC ENGINEERING
    • C12M—APPARATUS FOR ENZYMOLOGY OR MICROBIOLOGY; APPARATUS FOR CULTURING MICROORGANISMS FOR PRODUCING BIOMASS, FOR GROWING CELLS OR FOR OBTAINING FERMENTATION OR METABOLIC PRODUCTS, i.e. BIOREACTORS OR FERMENTERS
    • C12M1/00—Apparatus for enzymology or microbiology
    • C12M1/34—Measuring or testing with condition measuring or sensing means, e.g. colony counters
    • C—CHEMISTRY; METALLURGY
    • C12—BIOCHEMISTRY; BEER; SPIRITS; WINE; VINEGAR; MICROBIOLOGY; ENZYMOLOGY; MUTATION OR GENETIC ENGINEERING
    • C12Q—MEASURING OR TESTING PROCESSES INVOLVING ENZYMES, NUCLEIC ACIDS OR MICROORGANISMS; COMPOSITIONS OR TEST PAPERS THEREFOR; PROCESSES OF PREPARING SUCH COMPOSITIONS; CONDITION-RESPONSIVE CONTROL IN MICROBIOLOGICAL OR ENZYMOLOGICAL PROCESSES
    • C12Q1/00—Measuring or testing processes involving enzymes, nucleic acids or microorganisms; Compositions therefor; Processes of preparing such compositions
    • C12Q1/02—Measuring or testing processes involving enzymes, nucleic acids or microorganisms; Compositions therefor; Processes of preparing such compositions involving viable microorganisms
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/0002—Inspection of images, e.g. flaw detection
    • G06T7/0012—Biomedical image inspection
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/10—Segmentation; Edge detection
    • G06T7/143—Segmentation; Edge detection involving probabilistic approaches, e.g. Markov random field [MRF] modelling
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/10—Image acquisition modality
    • G06T2207/10056—Microscopic image
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/20—Special algorithmic details
    • G06T2207/20076—Probabilistic image processing
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • 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
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/20—Special algorithmic details
    • G06T2207/20084—Artificial neural networks [ANN]
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • 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
    • G06T2207/30024—Cell structures in vitro; Tissue sections in vitro

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Chemical & Material Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • General Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Organic Chemistry (AREA)
  • General Health & Medical Sciences (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Wood Science & Technology (AREA)
  • Zoology (AREA)
  • Biotechnology (AREA)
  • Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
  • Medical Informatics (AREA)
  • Software Systems (AREA)
  • Radiology & Medical Imaging (AREA)
  • Quality & Reliability (AREA)
  • Probability & Statistics with Applications (AREA)
  • Proteomics, Peptides & Aminoacids (AREA)
  • Genetics & Genomics (AREA)
  • General Engineering & Computer Science (AREA)
  • Analytical Chemistry (AREA)
  • Biochemistry (AREA)
  • Microbiology (AREA)
  • Biomedical Technology (AREA)
  • Sustainable Development (AREA)
  • Biophysics (AREA)
  • Medicinal Chemistry (AREA)
  • Immunology (AREA)
  • Molecular Biology (AREA)
  • Apparatus Associated With Microorganisms And Enzymes (AREA)
  • Image Processing (AREA)
  • Image Analysis (AREA)
JP2023538552A 2021-07-29 2022-07-26 細胞画像解析方法 Active JP7736065B2 (ja)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
JP2021124772 2021-07-29
JP2021124772 2021-07-29
PCT/JP2022/028777 WO2023008428A1 (ja) 2021-07-29 2022-07-26 細胞画像解析方法

Publications (2)

Publication Number Publication Date
JPWO2023008428A1 JPWO2023008428A1 (https=) 2023-02-02
JP7736065B2 true JP7736065B2 (ja) 2025-09-09

Family

ID=85087711

Family Applications (1)

Application Number Title Priority Date Filing Date
JP2023538552A Active JP7736065B2 (ja) 2021-07-29 2022-07-26 細胞画像解析方法

Country Status (4)

Country Link
US (1) US20240370998A1 (https=)
JP (1) JP7736065B2 (https=)
CN (1) CN117597430A (https=)
WO (1) WO2023008428A1 (https=)

Families Citing this family (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2025187109A1 (ja) * 2024-03-08 2025-09-12 株式会社日立国際電気 データ収集装置、及び映像システム

Citations (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2019171546A1 (ja) 2018-03-08 2019-09-12 株式会社島津製作所 細胞画像解析方法、細胞画像解析装置、及び学習モデル作成方法
WO2020031243A1 (ja) 2018-08-06 2020-02-13 株式会社島津製作所 教師ラベル画像修正方法、学習済みモデルの作成方法および画像解析装置
JP2020531971A (ja) 2017-08-15 2020-11-05 シーメンス ヘルスケア ゲゼルシヤフト ミツト ベシユレンクテル ハフツング 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
WO2020241772A1 (ja) 2019-05-31 2020-12-03 国立大学法人京都大学 情報処理装置、スクリーニング装置、情報処理方法、スクリーニング方法、及びプログラム
WO2021009906A1 (ja) 2019-07-18 2021-01-21 株式会社島津製作所 細胞画像解析方法および細胞画像解析装置
JP2021018459A (ja) 2019-07-17 2021-02-15 オリンパス株式会社 評価支援方法、評価支援システム、プログラム
WO2021059572A1 (ja) 2019-09-27 2021-04-01 富士フイルム株式会社 情報処理装置、情報処理装置の作動方法、情報処理装置の作動プログラム

Patent Citations (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2020531971A (ja) 2017-08-15 2020-11-05 シーメンス ヘルスケア ゲゼルシヤフト ミツト ベシユレンクテル ハフツング 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
WO2019171546A1 (ja) 2018-03-08 2019-09-12 株式会社島津製作所 細胞画像解析方法、細胞画像解析装置、及び学習モデル作成方法
WO2020031243A1 (ja) 2018-08-06 2020-02-13 株式会社島津製作所 教師ラベル画像修正方法、学習済みモデルの作成方法および画像解析装置
WO2020241772A1 (ja) 2019-05-31 2020-12-03 国立大学法人京都大学 情報処理装置、スクリーニング装置、情報処理方法、スクリーニング方法、及びプログラム
JP2021018459A (ja) 2019-07-17 2021-02-15 オリンパス株式会社 評価支援方法、評価支援システム、プログラム
WO2021009906A1 (ja) 2019-07-18 2021-01-21 株式会社島津製作所 細胞画像解析方法および細胞画像解析装置
WO2021059572A1 (ja) 2019-09-27 2021-04-01 富士フイルム株式会社 情報処理装置、情報処理装置の作動方法、情報処理装置の作動プログラム

Also Published As

Publication number Publication date
WO2023008428A1 (ja) 2023-02-02
JPWO2023008428A1 (https=) 2023-02-02
CN117597430A (zh) 2024-02-23
US20240370998A1 (en) 2024-11-07

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