DE102018108310A1 - Bildverarbeitungsvorrichtung, Bildverarbeitungsverfahren und Bildverarbeitungsprogramm - Google Patents

Bildverarbeitungsvorrichtung, Bildverarbeitungsverfahren und Bildverarbeitungsprogramm Download PDF

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Publication number
DE102018108310A1
DE102018108310A1 DE102018108310.6A DE102018108310A DE102018108310A1 DE 102018108310 A1 DE102018108310 A1 DE 102018108310A1 DE 102018108310 A DE102018108310 A DE 102018108310A DE 102018108310 A1 DE102018108310 A1 DE 102018108310A1
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Prior art keywords
classification process
image
slice
pixel
image processing
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DE102018108310.6A
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German (de)
English (en)
Inventor
Takayuki Hashimoto
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Fujifilm Corp
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Fujifilm Corp
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    • 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
    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B6/00—Apparatus or devices for radiation diagnosis; Apparatus or devices for radiation diagnosis combined with radiation therapy equipment
    • A61B6/02—Arrangements for diagnosis sequentially in different planes; Stereoscopic radiation diagnosis
    • A61B6/03—Computed tomography [CT]
    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B6/00—Apparatus or devices for radiation diagnosis; Apparatus or devices for radiation diagnosis combined with radiation therapy equipment
    • A61B6/52—Devices using data or image processing specially adapted for radiation diagnosis
    • A61B6/5211—Devices using data or image processing specially adapted for radiation diagnosis involving processing of medical diagnostic data
    • A61B6/5217—Devices using data or image processing specially adapted for radiation diagnosis involving processing of medical diagnostic data extracting a diagnostic or physiological parameter from medical diagnostic data
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/24—Classification techniques
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/24—Classification techniques
    • G06F18/241—Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches
    • G06F18/2413—Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches based on distances to training or reference patterns
    • G06F18/24133—Distances to prototypes
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/40—Extraction of image or video features
    • G06V10/44—Local feature extraction by analysis of parts of the pattern, e.g. by detecting edges, contours, loops, corners, strokes or intersections; Connectivity analysis, e.g. of connected components
    • G06V10/443—Local feature extraction by analysis of parts of the pattern, e.g. by detecting edges, contours, loops, corners, strokes or intersections; Connectivity analysis, e.g. of connected components by matching or filtering
    • G06V10/449—Biologically inspired filters, e.g. difference of Gaussians [DoG] or Gabor filters
    • G06V10/451—Biologically inspired filters, e.g. difference of Gaussians [DoG] or Gabor filters with interaction between the filter responses, e.g. cortical complex cells
    • G06V10/454—Integrating the filters into a hierarchical structure, e.g. convolutional neural networks [CNN]
    • 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
    • G06V10/764—Arrangements for image or video recognition or understanding using pattern recognition or machine learning using classification, e.g. of video objects
    • 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
    • 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
    • G16H50/30—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for calculating health indices; for individual health risk assessment
    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B6/00—Apparatus or devices for radiation diagnosis; Apparatus or devices for radiation diagnosis combined with radiation therapy equipment
    • A61B6/46—Arrangements for interfacing with the operator or the patient
    • A61B6/461—Displaying means of special interest
    • A61B6/463—Displaying means of special interest characterised by displaying multiple images or images and diagnostic data on one display
    • 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
    • G06T2207/10072—Tomographic images
    • 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
    • G06T2207/30—Subject of image; Context of image processing
    • G06T2207/30004—Biomedical image processing
    • G06T2207/30061—Lung
    • 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
    • G06T2207/30096—Tumor; Lesion
    • 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
    • G06V2201/031—Recognition of patterns in medical or anatomical images of internal organs

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  • Engineering & Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • Medical Informatics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Health & Medical Sciences (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • General Physics & Mathematics (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • Biomedical Technology (AREA)
  • Radiology & Medical Imaging (AREA)
  • Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
  • Public Health (AREA)
  • Molecular Biology (AREA)
  • Multimedia (AREA)
  • Pathology (AREA)
  • Databases & Information Systems (AREA)
  • Data Mining & Analysis (AREA)
  • Surgery (AREA)
  • Animal Behavior & Ethology (AREA)
  • Veterinary Medicine (AREA)
  • Biophysics (AREA)
  • High Energy & Nuclear Physics (AREA)
  • Heart & Thoracic Surgery (AREA)
  • Optics & Photonics (AREA)
  • Software Systems (AREA)
  • Computing Systems (AREA)
  • Quality & Reliability (AREA)
  • Physiology (AREA)
  • Evolutionary Biology (AREA)
  • Biodiversity & Conservation Biology (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • General Engineering & Computer Science (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Epidemiology (AREA)
  • Primary Health Care (AREA)
  • Image Analysis (AREA)
  • Apparatus For Radiation Diagnosis (AREA)
DE102018108310.6A 2017-04-10 2018-04-09 Bildverarbeitungsvorrichtung, Bildverarbeitungsverfahren und Bildverarbeitungsprogramm Withdrawn DE102018108310A1 (de)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
JP2017-077256 2017-04-10
JP2017077256A JP6837376B2 (ja) 2017-04-10 2017-04-10 画像処理装置および方法並びにプログラム

Publications (1)

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DE102018108310A1 true DE102018108310A1 (de) 2018-10-11

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US (1) US10628941B2 (https=)
JP (1) JP6837376B2 (https=)
DE (1) DE102018108310A1 (https=)

Families Citing this family (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2018119684A1 (zh) * 2016-12-27 2018-07-05 深圳前海达闼云端智能科技有限公司 一种图像识别系统及图像识别方法
US11348228B2 (en) 2017-06-26 2022-05-31 The Research Foundation For The State University Of New York System, method, and computer-accessible medium for virtual pancreatography
JP6914233B2 (ja) * 2018-08-31 2021-08-04 富士フイルム株式会社 類似度決定装置、方法およびプログラム
WO2020110776A1 (ja) * 2018-11-28 2020-06-04 富士フイルム株式会社 分類装置、分類方法及びプログラム、分類結果表示装置
KR102198359B1 (ko) * 2019-01-23 2021-01-04 이언주 ＵＢＴ에 적용할 딥러닝을 사용한 이미지 Auto Tagging 관리 시스템 및 방법
KR102199480B1 (ko) * 2019-01-31 2021-01-06 (주)엔에스데블 멀티 라벨 분류를 통한 의료 이미지 태깅 및 분류 시스템 및 방법
WO2022168400A1 (ja) * 2021-02-05 2022-08-11 富士フイルム株式会社 情報処理装置、情報処理方法及びプログラム
JP7701184B2 (ja) 2021-04-27 2025-07-01 株式会社日立製作所 医用画像処理装置及び医用画像処理方法
JP7738844B2 (ja) * 2021-06-04 2025-09-16 国立大学法人金沢大学 検出方法及びプログラム
EP4141785A1 (en) * 2021-08-30 2023-03-01 Sycai Technologies, Sl Method and computer program for the automatic classification of pancreatic cysts
JP2024077825A (ja) 2022-11-29 2024-06-10 富士通株式会社 病変検出方法および病変検出プログラム

Citations (1)

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JP2015080720A (ja) 2013-10-24 2015-04-27 三星電子株式会社Ｓａｍｓｕｎｇ Ｅｌｅｃｔｒｏｎｉｃｓ Ｃｏ．，Ｌｔｄ． コンピュータ補助診断方法及び装置

Family Cites Families (8)

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US5319549A (en) * 1992-11-25 1994-06-07 Arch Development Corporation Method and system for determining geometric pattern features of interstitial infiltrates in chest images
US7058210B2 (en) * 2001-11-20 2006-06-06 General Electric Company Method and system for lung disease detection
JP2004135867A (ja) * 2002-10-17 2004-05-13 Fuji Photo Film Co Ltd 異常陰影候補検出方法及び異常陰影候補検出装置
JP4599191B2 (ja) * 2005-03-01 2010-12-15 国立大学法人神戸大学 画像診断処理装置および画像診断処理プログラム
JP5390080B2 (ja) * 2007-07-25 2014-01-15 株式会社東芝 医用画像表示装置
JP5993653B2 (ja) * 2012-08-03 2016-09-14 キヤノン株式会社 画像処理装置、画像処理方法およびプログラム
US9700284B2 (en) * 2013-11-13 2017-07-11 Siemens Medical Solutions Usa, Inc. Three-dimensional ultrasound reconstruction with confidence information
JP6099592B2 (ja) * 2014-03-27 2017-03-22 富士フイルム株式会社 類似症例検索装置及び類似症例検索プログラム

Patent Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2015080720A (ja) 2013-10-24 2015-04-27 三星電子株式会社Ｓａｍｓｕｎｇ Ｅｌｅｃｔｒｏｎｉｃｓ Ｃｏ．，Ｌｔｄ． コンピュータ補助診断方法及び装置

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JP2018175217A (ja) 2018-11-15
JP6837376B2 (ja) 2021-03-03
US20180293729A1 (en) 2018-10-11
US10628941B2 (en) 2020-04-21

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