JP2020518045A - 医療画像検出 - Google Patents

医療画像検出 Download PDF

Info

Publication number
JP2020518045A
JP2020518045A JP2019555982A JP2019555982A JP2020518045A JP 2020518045 A JP2020518045 A JP 2020518045A JP 2019555982 A JP2019555982 A JP 2019555982A JP 2019555982 A JP2019555982 A JP 2019555982A JP 2020518045 A JP2020518045 A JP 2020518045A
Authority
JP
Japan
Prior art keywords
false positives
interest
image data
positives
classifier
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.)
Pending
Application number
JP2019555982A
Other languages
English (en)
Japanese (ja)
Other versions
JP2020518045A5 (enExample
Inventor
フェイ ジョウ
フェイ ジョウ
レイノルド ウィンバーガー−フリードル
レイノルド ウィンバーガー−フリードル
アンケ ピーリック
アンケ ピーリック
リーウウェン マリヌス バスティアーン ファン
リーウウェン マリヌス バスティアーン ファン
ラート コーエン デ
ラート コーエン デ
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.)
Koninklijke Philips NV
Original Assignee
Koninklijke Philips NV
Priority date (The priority date 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 date listed.)
Filing date
Publication date
Application filed by Koninklijke Philips NV filed Critical Koninklijke Philips NV
Publication of JP2020518045A publication Critical patent/JP2020518045A/ja
Publication of JP2020518045A5 publication Critical patent/JP2020518045A5/ja
Pending legal-status Critical Current

Links

Images

Classifications

    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00—Scenes; Scene-specific elements
    • G06V20/60—Type of objects
    • G06V20/69—Microscopic objects, e.g. biological cells or cellular parts
    • G06V20/695—Preprocessing, e.g. image segmentation
    • 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
    • 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
    • G06V20/00—Scenes; Scene-specific elements
    • G06V20/60—Type of objects
    • G06V20/69—Microscopic objects, e.g. biological cells or cellular parts
    • G06V20/698—Matching; Classification

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Health & Medical Sciences (AREA)
  • General Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Biomedical Technology (AREA)
  • Molecular Biology (AREA)
  • Multimedia (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Data Mining & Analysis (AREA)
  • Radiology & Medical Imaging (AREA)
  • Quality & Reliability (AREA)
  • Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
  • Medical Informatics (AREA)
  • Artificial Intelligence (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Evolutionary Biology (AREA)
  • Evolutionary Computation (AREA)
  • General Engineering & Computer Science (AREA)
  • Image Analysis (AREA)
  • Investigating Or Analysing Biological Materials (AREA)
JP2019555982A 2017-04-21 2018-04-10 医療画像検出 Pending JP2020518045A (ja)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
EP17167554.9A EP3392799A1 (en) 2017-04-21 2017-04-21 Medical image detection
EP17167554.9 2017-04-21
PCT/EP2018/059081 WO2018192796A1 (en) 2017-04-21 2018-04-10 Medical image detection

Publications (2)

Publication Number Publication Date
JP2020518045A true JP2020518045A (ja) 2020-06-18
JP2020518045A5 JP2020518045A5 (enExample) 2021-05-13

Family

ID=58644844

Family Applications (1)

Application Number Title Priority Date Filing Date
JP2019555982A Pending JP2020518045A (ja) 2017-04-21 2018-04-10 医療画像検出

Country Status (6)

Country Link
US (1) US20200380671A1 (enExample)
EP (2) EP3392799A1 (enExample)
JP (1) JP2020518045A (enExample)
CN (1) CN110622168A (enExample)
CA (1) CA3060124A1 (enExample)
WO (1) WO2018192796A1 (enExample)

Families Citing this family (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN113344890B (zh) * 2021-06-18 2024-04-12 北京百度网讯科技有限公司 医学图像识别方法、识别模型训练方法及装置
KR20230020708A (ko) * 2021-08-04 2023-02-13 삼성전자주식회사 객체 검출 장치 및 객체 검출 방법
US12322088B2 (en) * 2021-12-29 2025-06-03 Shanghai United Imaging Intelligence Co., Ltd. Detecting and enhancing objects in medical images
CN117809121B (zh) * 2024-02-27 2024-08-06 阿里巴巴达摩院(杭州)科技有限公司 目标对象识别方法、对象识别模型训练方法、目标对象处理方法以及信息处理方法

Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20090297007A1 (en) * 2008-06-02 2009-12-03 Nec Laboratories America, Inc. Automated Method and System for Nuclear Analysis of Biopsy Images
JP2016518813A (ja) * 2013-03-15 2016-06-30 ベンタナ メディカル システムズ， インコーポレイテッド デジタル・ホール・スライドの自動採点のための組織物体に基づく機械学習システム
JP2017511488A (ja) * 2014-02-24 2017-04-20 ヴェンタナ メディカル システムズ， インク． ＣＤ３、ＣＤ８、ＣＤ２０及びＦｏｘＰ３の同時検出によりがんに対する免疫応答をスコア化するための方法、キット、及びシステム

Family Cites Families (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2008520318A (ja) * 2004-11-19 2008-06-19 コーニンクレッカ フィリップス エレクトロニクス エヌ ヴィ サポートベクタマシン（ｓｖｍ）を用いるコンピュータ支援検出（ｃａｄ）における誤検出低減のためのシステム及び方法
EP1815399B1 (en) * 2004-11-19 2010-08-04 Koninklijke Philips Electronics N.V. A stratification method for overcoming unbalanced case numbers in computer-aided lung nodule false positive reduction
WO2009072098A1 (en) * 2007-12-04 2009-06-11 University College Dublin, National University Of Ireland Method and system for image analysis

Patent Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20090297007A1 (en) * 2008-06-02 2009-12-03 Nec Laboratories America, Inc. Automated Method and System for Nuclear Analysis of Biopsy Images
JP2016518813A (ja) * 2013-03-15 2016-06-30 ベンタナ メディカル システムズ， インコーポレイテッド デジタル・ホール・スライドの自動採点のための組織物体に基づく機械学習システム
JP2017511488A (ja) * 2014-02-24 2017-04-20 ヴェンタナ メディカル システムズ， インク． ＣＤ３、ＣＤ８、ＣＤ２０及びＦｏｘＰ３の同時検出によりがんに対する免疫応答をスコア化するための方法、キット、及びシステム

Non-Patent Citations (5)

* Cited by examiner, † Cited by third party
Title
FUYONG XING ET AL.: ""Robust Nucleus/Cell Detection and Segmentation in Digital Pathology and Microscopy Images: A Compre", IEEE REVIEWS IN BIOMEDICAL ENGINEERING, vol. 9, JPN6022017368, 6 January 2016 (2016-01-06), US, pages 234 - 263, XP055555739, ISSN: 0004764197, DOI: 10.1109/RBME.2016.2515127 *
HUMAYUN IRSHAD ET AL.: ""Methods for Nuclei Detection, Segmentation, and Classification in Digital Histopathology: A Review-", IEEE REVIEWS IN BIOMEDICAL ENGINEERING, vol. 7, JPN6022017370, 20 December 2013 (2013-12-20), US, pages 97 - 114, ISSN: 0004764198 *
HUMAYUN IRSHADET AL.: ""Automated mitosis detection using texture, SIFT features and HMAX biologically inspired approach"", JOURNAL OF PATHOLOGY INFORMATICS, vol. 4, no. 2, JPN7022002089, 30 March 2013 (2013-03-30), NL, pages 1 - 7, ISSN: 0005035644 *
HUMAYUN IRSHADET AL.: ""Multi-channels Statistical and Morphological Features based Mitosis Detection in Breast Cancer Hist", 2013 35TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (E, JPN6022017371, 3 July 2013 (2013-07-03), US, pages 6091 - 6094, XP032489618, ISSN: 0005035643, DOI: 10.1109/EMBC.2013.6610942 *
西迫 英敏、外４名: ""判別フィルタとＳＶＭを用いた胸部ＣＴ画像からの肺結節検出"", 電子情報通信学会技術研究報告, vol. 109, no. 407, JPN6022017372, 21 January 2010 (2010-01-21), JP, pages 431 - 436, ISSN: 0004764196 *

Also Published As

Publication number Publication date
WO2018192796A1 (en) 2018-10-25
EP3392799A1 (en) 2018-10-24
US20200380671A1 (en) 2020-12-03
EP3612974A1 (en) 2020-02-26
CA3060124A1 (en) 2018-10-25
CN110622168A (zh) 2019-12-27

Similar Documents

Publication Publication Date Title
JP7466606B2 (ja) コンテキストフィーチャを用いた画像解析システム
JP7458328B2 (ja) マルチ分解能登録を介したマルチサンプル全体スライド画像処理
US10706542B2 (en) Systems and methods for detection of structures and/or patterns in images
Chen et al. Deep learning based automatic immune cell detection for immunohistochemistry images
CN114600155B (zh) 用于细胞检测和分割的弱监督多任务学习
JP7250793B2 (ja) 生体画像における連帯的細胞および領域分類のための深層学習システムならびに方法
JP6710135B2 (ja) 細胞画像の自動分析方法及びシステム
US9652694B2 (en) Object detection method, object detection device, and image pickup device
JP5315411B2 (ja) 有糸分裂像検出装置および計数システム、および有糸分裂像を検出して計数する方法
US10796429B2 (en) Systems and methods for area-of-interest detection using slide thumbnail images
Xu et al. Automatic nuclei detection based on generalized laplacian of gaussian filters
CN104487843B (zh) 图像处理装置、程序、图像处理方法、计算机可读介质及图像处理系统
US20220012884A1 (en) Image analysis system and analysis method
US11538261B2 (en) Systems and methods for automated cell segmentation and labeling in immunofluorescence microscopy
WO2014087689A1 (ja) 画像処理装置、画像処理システム及びプログラム
JP2020518045A (ja) 医療画像検出
CN118679501A (zh) 用于检测图像中的伪影像素的机器学习技术
KR20190114241A (ko) 딥러닝 기반의 독성조류 판별 및 셀카운팅 장치 및 그 방법
Malon et al. Identifying histological elements with convolutional neural networks
Sudha et al. Leukocyte segmentation in peripheral blood images using a novel edge strength cue-based location detection method
Weber et al. Automatic identification of crossovers in cryo‐EM images of murine amyloid protein A fibrils with machine learning
Le et al. An automated framework for counting lymphocytes from microscopic images
Sanders et al. Learning-guided automatic three dimensional synapse quantification for drosophila neurons
Xu et al. Automated nuclear segmentation in skin histopathological images using multi-scale radial line scanning
WO2016029208A1 (en) System and method for automated stereology of cancer

Legal Events

Date Code Title Description
A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20210402

A621 Written request for application examination

Free format text: JAPANESE INTERMEDIATE CODE: A621

Effective date: 20210402

A977 Report on retrieval

Free format text: JAPANESE INTERMEDIATE CODE: A971007

Effective date: 20220425

A131 Notification of reasons for refusal

Free format text: JAPANESE INTERMEDIATE CODE: A131

Effective date: 20220506

A601 Written request for extension of time

Free format text: JAPANESE INTERMEDIATE CODE: A601

Effective date: 20220715

A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20221102

A02 Decision of refusal

Free format text: JAPANESE INTERMEDIATE CODE: A02

Effective date: 20221122

A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20230320

C60 Trial request (containing other claim documents, opposition documents)

Free format text: JAPANESE INTERMEDIATE CODE: C60

Effective date: 20230320

A911 Transfer to examiner for re-examination before appeal (zenchi)

Free format text: JAPANESE INTERMEDIATE CODE: A911

Effective date: 20230329

C21 Notice of transfer of a case for reconsideration by examiners before appeal proceedings

Free format text: JAPANESE INTERMEDIATE CODE: C21

Effective date: 20230330

A912 Re-examination (zenchi) completed and case transferred to appeal board

Free format text: JAPANESE INTERMEDIATE CODE: A912

Effective date: 20230414

C211 Notice of termination of reconsideration by examiners before appeal proceedings

Free format text: JAPANESE INTERMEDIATE CODE: C211

Effective date: 20230418

C22 Notice of designation (change) of administrative judge

Free format text: JAPANESE INTERMEDIATE CODE: C22

Effective date: 20230425