CN115243601B - 训练数据制作系统、训练数据制作方法以及记录介质 - Google Patents

训练数据制作系统、训练数据制作方法以及记录介质

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Publication number
CN115243601B
CN115243601B CN202080098221.0A CN202080098221A CN115243601B CN 115243601 B CN115243601 B CN 115243601B CN 202080098221 A CN202080098221 A CN 202080098221A CN 115243601 B CN115243601 B CN 115243601B
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China
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image
information
unit
medical images
training
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Chinese (zh)
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CN115243601A (zh
Inventor
速水健人
北村诚
神田大和
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Olympus Corp
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Olympus Corp
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    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/77—Processing image or video features in feature spaces; using data integration or data reduction, e.g. principal component analysis [PCA] or independent component analysis [ICA] or self-organising maps [SOM]; Blind source separation
    • G06V10/774—Generating sets of training patterns; Bootstrap methods, e.g. bagging or boosting
    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B1/00—Instruments for performing medical examinations of the interior of cavities or tubes of the body by visual or photographical inspection, e.g. endoscopes; Illuminating arrangements therefor
    • A61B1/04—Instruments for performing medical examinations of the interior of cavities or tubes of the body by visual or photographical inspection, e.g. endoscopes; Illuminating arrangements therefor combined with photographic or television appliances
    • A61B1/045—Control thereof
    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00—Measuring for diagnostic purposes; Identification of persons
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T11/00—2D [Two Dimensional] image generation
    • 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
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/77—Processing image or video features in feature spaces; using data integration or data reduction, e.g. principal component analysis [PCA] or independent component analysis [ICA] or self-organising maps [SOM]; Blind source separation
    • G06V10/772—Determining representative reference patterns, e.g. averaging or distorting patterns; Generating dictionaries
    • 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)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Health & Medical Sciences (AREA)
  • Medical Informatics (AREA)
  • General Physics & Mathematics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • Computing Systems (AREA)
  • Databases & Information Systems (AREA)
  • Software Systems (AREA)
  • Multimedia (AREA)
  • Surgery (AREA)
  • Radiology & Medical Imaging (AREA)
  • Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
  • Pathology (AREA)
  • Biophysics (AREA)
  • Biomedical Technology (AREA)
  • Heart & Thoracic Surgery (AREA)
  • Molecular Biology (AREA)
  • Animal Behavior & Ethology (AREA)
  • Public Health (AREA)
  • Veterinary Medicine (AREA)
  • Quality & Reliability (AREA)
  • Optics & Photonics (AREA)
  • Image Analysis (AREA)
  • Endoscopes (AREA)
  • Measuring And Recording Apparatus For Diagnosis (AREA)
CN202080098221.0A 2020-03-09 2020-03-09 训练数据制作系统、训练数据制作方法以及记录介质 Active CN115243601B (zh)

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PCT/JP2020/009909 WO2021181439A1 (ja) 2020-03-09 2020-03-09 教師データ作成システム、教師データ作成方法及び教師データ作成プログラム

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CN115243601A CN115243601A (zh) 2022-10-25
CN115243601B true CN115243601B (zh) 2025-09-09

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US (2) US12361685B2 (enExample)
JP (1) JP7309035B2 (enExample)
CN (1) CN115243601B (enExample)
WO (1) WO2021181439A1 (enExample)

Families Citing this family (1)

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Publication number Priority date Publication date Assignee Title
CN116664981A (zh) * 2023-06-15 2023-08-29 平安科技（深圳）有限公司 图像生成模型的训练方法、装置、终端及存储介质

Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2013254286A (ja) * 2012-06-06 2013-12-19 Dainippon Screen Mfg Co Ltd 欠陥画像の提示方法

Family Cites Families (9)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP5374078B2 (ja) * 2008-06-16 2013-12-25 オリンパス株式会社 画像処理装置、画像処理方法および画像処理プログラム
US20100165088A1 (en) * 2008-12-29 2010-07-01 Intromedic Apparatus and Method for Displaying Capsule Endoscope Image, and Record Media Storing Program for Carrying out that Method
US9668699B2 (en) * 2013-10-17 2017-06-06 Siemens Healthcare Gmbh Method and system for anatomical object detection using marginal space deep neural networks
JP6351323B2 (ja) * 2014-03-20 2018-07-04 オリンパス株式会社 画像処理装置、画像処理方法、及び画像処理プログラム
US9760690B1 (en) * 2016-03-10 2017-09-12 Siemens Healthcare Gmbh Content-based medical image rendering based on machine learning
CN109310292B (zh) * 2016-06-24 2021-03-05 奥林巴斯株式会社 图像处理装置、学习装置、图像处理方法、识别基准的生成方法、学习方法和记录有程序的计算机可读取的记录介质
WO2018142664A1 (ja) 2017-02-02 2018-08-09 オリンパス株式会社 内視鏡画像観察支援システム
JP2019087012A (ja) * 2017-11-07 2019-06-06 キヤノン株式会社 情報処理装置、情報処理方法、コンピュータプログラム、及び記憶媒体
JP6996303B2 (ja) 2018-01-10 2022-01-17 コニカミノルタ株式会社 医用画像生成装置

Patent Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2013254286A (ja) * 2012-06-06 2013-12-19 Dainippon Screen Mfg Co Ltd 欠陥画像の提示方法

Also Published As

Publication number Publication date
WO2021181439A1 (ja) 2021-09-16
US20250322649A1 (en) 2025-10-16
US20230005245A1 (en) 2023-01-05
JP7309035B2 (ja) 2023-07-14
JPWO2021181439A1 (enExample) 2021-09-16
US12361685B2 (en) 2025-07-15
CN115243601A (zh) 2022-10-25

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