JPWO2021186592A1 - - Google Patents

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Publication number
JPWO2021186592A1
JPWO2021186592A1 JP2020545815A JP2020545815A JPWO2021186592A1 JP WO2021186592 A1 JPWO2021186592 A1 JP WO2021186592A1 JP 2020545815 A JP2020545815 A JP 2020545815A JP 2020545815 A JP2020545815 A JP 2020545815A JP WO2021186592 A1 JPWO2021186592 A1 JP WO2021186592A1
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JP
Japan
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JP2020545815A
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JP6885517B1 (ja
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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
    • G06V10/7747—Organisation of the process, e.g. bagging or boosting
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/045—Combinations of networks
    • G06N3/0455—Auto-encoder networks; Encoder-decoder networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/0464—Convolutional networks [CNN, ConvNet]
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/0475—Generative networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/0895—Weakly supervised learning, e.g. semi-supervised or self-supervised learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/09—Supervised learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/094—Adversarial learning
    • 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
    • G06T7/0002—Inspection of images, e.g. flaw detection
    • G06T7/0012—Biomedical image inspection
    • G06T7/0014—Biomedical image inspection using an image reference approach
    • 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
    • G06V10/82—Arrangements for image or video recognition or understanding using pattern recognition or machine learning using neural networks
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H30/00—ICT specially adapted for the handling or processing of medical images
    • G16H30/40—ICT specially adapted for the handling or processing of medical images for processing medical images, e.g. editing
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • 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
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • 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
    • G16H50/70—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for mining of medical data, e.g. analysing previous cases of other patients
    • 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
    • G06T2207/10116—X-ray 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
    • G06T2207/20081—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
    • G06T2207/30061—Lung
    • 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
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H30/00—ICT specially adapted for the handling or processing of medical images
    • G16H30/20—ICT specially adapted for the handling or processing of medical images for handling medical images, e.g. DICOM, HL7 or PACS

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • Physics & Mathematics (AREA)
  • General Health & Medical Sciences (AREA)
  • General Physics & Mathematics (AREA)
  • Medical Informatics (AREA)
  • Software Systems (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • Computing Systems (AREA)
  • Data Mining & Analysis (AREA)
  • Biomedical Technology (AREA)
  • Mathematical Physics (AREA)
  • General Engineering & Computer Science (AREA)
  • Computational Linguistics (AREA)
  • Biophysics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Molecular Biology (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Public Health (AREA)
  • Databases & Information Systems (AREA)
  • Radiology & Medical Imaging (AREA)
  • Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
  • Epidemiology (AREA)
  • Primary Health Care (AREA)
  • Multimedia (AREA)
  • Quality & Reliability (AREA)
  • Pathology (AREA)
  • Image Analysis (AREA)
JP2020545815A 2020-03-17 2020-03-17 診断支援装置及びモデル生成装置 Active JP6885517B1 (ja)

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
PCT/JP2020/011839 WO2021186592A1 (ja) 2020-03-17 2020-03-17 診断支援装置及びモデル生成装置

Publications (2)

Publication Number Publication Date
JP6885517B1 JP6885517B1 (ja) 2021-06-16
JPWO2021186592A1 true JPWO2021186592A1 (https=) 2021-09-23

Family

ID=76310125

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JP2020545815A Active JP6885517B1 (ja) 2020-03-17 2020-03-17 診断支援装置及びモデル生成装置

Country Status (3)

Country Link
US (1) US12333790B2 (https=)
JP (1) JP6885517B1 (https=)
WO (1) WO2021186592A1 (https=)

Families Citing this family (19)

* Cited by examiner, † Cited by third party
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US20220108434A1 (en) * 2020-10-07 2022-04-07 National Technology & Engineering Solutions Of Sandia, Llc Deep learning for defect detection in high-reliability components
JP7697794B2 (ja) * 2021-01-29 2025-06-24 富士フイルム株式会社 情報処理装置、情報処理方法及び情報処理プログラム
US20220351367A1 (en) * 2021-04-30 2022-11-03 Avicenna.Ai Continuous update of hybrid models for multiple tasks learning from medical images
JP7783889B2 (ja) * 2021-06-17 2025-12-10 富士フイルム株式会社 医用画像診断システム、医用画像診断システムの作動方法及びプログラム
WO2022264757A1 (ja) * 2021-06-17 2022-12-22 富士フイルム株式会社 医用画像診断システム、医用画像診断方法及びプログラム
EP4145401A1 (en) * 2021-09-06 2023-03-08 MVTec Software GmbH Method for detecting anomalies in images using a plurality of machine learning programs
JP7036272B1 (ja) 2021-10-06 2022-03-15 トヨタ自動車株式会社 データ収集システム、データ収集方法及びデータ収集装置
TWI806220B (zh) * 2021-11-04 2023-06-21 財團法人資訊工業策進會 異常評估系統與異常評估方法
CN114913977A (zh) * 2021-12-23 2022-08-16 中国医科大学附属盛京医院 一种糖尿病足风险评估方法、装置、设备及存储介质
CN116776137A (zh) * 2022-03-08 2023-09-19 日本电气株式会社 数据处理方法和电子设备
JP7794952B2 (ja) * 2022-03-31 2026-01-06 ファナック株式会社 作業分析装置
CN117115578B (zh) * 2022-05-13 2026-04-03 中移雄安信息通信科技有限公司 图像异常检测模型训练方法、装置、设备及介质
CN118451316B (zh) * 2022-05-24 2025-12-30 三菱电机株式会社 信息处理装置、信息处理系统、信息处理方法及记录介质
KR102909752B1 (ko) * 2022-12-01 2026-01-09 코스맥스 주식회사 Ai 기반 피부 지수 산출 장치 및 방법
US12387097B2 (en) * 2023-02-20 2025-08-12 Lemon Inc. Efficient video processing via temporal progressive learning
CN116884596B (zh) * 2023-03-01 2026-04-10 太原理工大学 一种基于多模态数据融合对心力衰竭的辅助方法
CN120388128A (zh) * 2024-01-26 2025-07-29 戴尔产品有限公司 生成三维对象重建模型的方法、设备和计算机程序产品
US12610124B2 (en) * 2024-03-12 2026-04-21 Lenovo (Singapore) Pte. Ltd. Image capture with artifact remediation
JP2025150854A (ja) * 2024-03-27 2025-10-09 日本電気株式会社 診断支援装置、診断支援プログラム、および診断支援方法

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Publication number Priority date Publication date Assignee Title
CN113421652B (zh) * 2015-06-02 2024-06-28 推想医疗科技股份有限公司 对医疗数据进行分析的方法、训练模型的方法及分析仪
US10169871B2 (en) * 2016-01-21 2019-01-01 Elekta, Inc. Systems and methods for segmentation of intra-patient medical images
US10127659B2 (en) * 2016-11-23 2018-11-13 General Electric Company Deep learning medical systems and methods for image acquisition
JP6809250B2 (ja) * 2017-01-23 2021-01-06 株式会社リコー 情報処理装置、情報処理方法およびプログラム
CN110326024B (zh) * 2017-02-21 2023-11-03 株式会社高迎科技 用于处理由医学成像装置捕获的组织学图像的方法和装置
JP6807820B2 (ja) 2017-10-31 2021-01-06 富士フイルム株式会社 画像検索装置、方法およびプログラム
JP7074460B2 (ja) * 2017-11-10 2022-05-24 アズビル株式会社 画像検査装置および方法
CN108427951B (zh) * 2018-02-08 2023-08-04 腾讯科技（深圳）有限公司 图像处理方法、装置、存储介质和计算机设备
CN108665457B (zh) * 2018-05-16 2023-12-19 腾讯医疗健康(深圳)有限公司 图像识别方法、装置、存储介质及计算机设备
KR102267219B1 (ko) * 2019-06-27 2021-06-21 에이아이메딕(주) 혈관 세그멘테이션 방법

Also Published As

Publication number Publication date
US12333790B2 (en) 2025-06-17
US20230005251A1 (en) 2023-01-05
JP6885517B1 (ja) 2021-06-16
WO2021186592A1 (ja) 2021-09-23

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