CN108140236A - 用于归一化和伪影校正的图像处理方法和装置 - Google Patents

用于归一化和伪影校正的图像处理方法和装置 Download PDF

Info

Publication number
CN108140236A
CN108140236A CN201680055658.XA CN201680055658A CN108140236A CN 108140236 A CN108140236 A CN 108140236A CN 201680055658 A CN201680055658 A CN 201680055658A CN 108140236 A CN108140236 A CN 108140236A
Authority
CN
China
Prior art keywords
data
image
color
block
approximate
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
CN201680055658.XA
Other languages
English (en)
Chinese (zh)
Inventor
P.拉克斯米
J.迪亚蒙德
P.哈米顿
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 CN108140236A publication Critical patent/CN108140236A/zh
Pending legal-status Critical Current

Links

Classifications

    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T5/00—Image enhancement or restoration
    • G06T5/90—Dynamic range modification of images or parts thereof
    • G06T5/92—Dynamic range modification of images or parts thereof based on global image properties
    • 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
    • G01—MEASURING; TESTING
    • G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N1/00—Sampling; Preparing specimens for investigation
    • G01N1/28—Preparing specimens for investigation including physical details of (bio-)chemical methods covered elsewhere, e.g. G01N33/50, C12Q
    • G01N1/30—Staining; Impregnating ; Fixation; Dehydration; Multistep processes for preparing samples of tissue, cell or nucleic acid material and the like for analysis
    • G—PHYSICS
    • G02—OPTICS
    • G02B—OPTICAL ELEMENTS, SYSTEMS OR APPARATUS
    • G02B21/00—Microscopes
    • G02B21/36—Microscopes arranged for photographic purposes or projection purposes or digital imaging or video purposes including associated control and data processing arrangements
    • G02B21/365—Control or image processing arrangements for digital or video microscopes
    • 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
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/40—Analysis of texture
    • G06T7/41—Analysis of texture based on statistical description of texture
    • G06T7/42—Analysis of texture based on statistical description of texture using transform domain methods
    • 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
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N7/00—Television systems
    • H04N7/18—Closed-circuit television [CCTV] systems, i.e. systems in which the video signal is not broadcast
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N9/00—Details of colour television systems
    • H04N9/64—Circuits for processing colour signals
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N1/00—Sampling; Preparing specimens for investigation
    • G01N1/28—Preparing specimens for investigation including physical details of (bio-)chemical methods covered elsewhere, e.g. G01N33/50, C12Q
    • G01N1/30—Staining; Impregnating ; Fixation; Dehydration; Multistep processes for preparing samples of tissue, cell or nucleic acid material and the like for analysis
    • G01N2001/302—Stain compositions
    • 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
    • G06T2207/20021—Dividing image into blocks, subimages or windows
    • 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)
  • General Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • Multimedia (AREA)
  • General Health & Medical Sciences (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Radiology & Medical Imaging (AREA)
  • Biomedical Technology (AREA)
  • Chemical & Material Sciences (AREA)
  • Analytical Chemistry (AREA)
  • Medical Informatics (AREA)
  • Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
  • Molecular Biology (AREA)
  • Quality & Reliability (AREA)
  • Signal Processing (AREA)
  • Probability & Statistics with Applications (AREA)
  • Biochemistry (AREA)
  • Immunology (AREA)
  • Pathology (AREA)
  • Optics & Photonics (AREA)
  • Image Analysis (AREA)
  • Image Processing (AREA)
  • Investigating Or Analysing Biological Materials (AREA)
CN201680055658.XA 2015-09-23 2016-09-23 用于归一化和伪影校正的图像处理方法和装置 Pending CN108140236A (zh)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
GB1516866.9 2015-09-23
GB1516866.9A GB2542764A (en) 2015-09-23 2015-09-23 Image processing method and apparatus for normalisation and artefact correction
PCT/GB2016/052969 WO2017051187A1 (en) 2015-09-23 2016-09-23 Image processing method & apparatus for normalisaton and artefact correction

Publications (1)

Publication Number Publication Date
CN108140236A true CN108140236A (zh) 2018-06-08

Family

ID=54544700

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201680055658.XA Pending CN108140236A (zh) 2015-09-23 2016-09-23 用于归一化和伪影校正的图像处理方法和装置

Country Status (6)

Country Link
US (1) US10573002B2 (https=)
EP (1) EP3353740B1 (https=)
JP (1) JP6659832B2 (https=)
CN (1) CN108140236A (https=)
GB (1) GB2542764A (https=)
WO (1) WO2017051187A1 (https=)

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN112287958A (zh) * 2019-07-22 2021-01-29 奥多比公司 对数字图像中的对象的颜色进行分类
CN112424824A (zh) * 2018-07-11 2021-02-26 维尔纽斯大学 用于生物样品图像的计算机实现的方法

Families Citing this family (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP7156361B2 (ja) * 2018-03-08 2022-10-19 コニカミノルタ株式会社 画像処理方法、画像処理装置及びプログラム
JP7209968B2 (ja) * 2019-10-09 2023-01-23 富士フイルム株式会社 画像処理装置、画像処理装置の作動方法、画像処理装置の作動プログラム
US11621078B2 (en) 2020-03-18 2023-04-04 International Business Machines Corporation Pre-processing whole slide images in cognitive medical pipelines
CN111507902B (zh) * 2020-04-15 2023-09-26 京东城市(北京)数字科技有限公司 一种高分辨率图像获取方法及装置
JPWO2023228229A1 (https=) * 2022-05-23 2023-11-30
WO2025155834A1 (en) * 2024-01-19 2025-07-24 The Children's Medical Center Corporation Systems and methods for generating normalized images of biological tissue sections

Citations (16)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5995645A (en) * 1993-08-18 1999-11-30 Applied Spectral Imaging Ltd. Method of cancer cell detection
US6671661B1 (en) * 1999-05-19 2003-12-30 Microsoft Corporation Bayesian principal component analysis
US6718053B1 (en) * 1996-11-27 2004-04-06 Chromavision Medical Systems, Inc. Method and apparatus for automated image analysis of biological specimens
EP0935679B1 (en) * 1996-09-24 2004-11-24 Applied Spectral Imaging Ltd. Method for chromosome classification by decorrelation statistical analysis and hardware therefore
US20050065440A1 (en) * 2003-09-23 2005-03-24 Richard Levenson Spectral imaging of deep tissue
CN101000686A (zh) * 2007-01-15 2007-07-18 浙江大学 一种基于主成分分析的颜色调整方法
US20100329535A1 (en) * 2009-06-26 2010-12-30 Marc Macenko Methods, Systems and Computer Program Products for Analyzing Histology Slide Images
TW201117112A (en) * 2009-11-12 2011-05-16 Univ Nat Cheng Kung Long distance person identification using height measurement and face recognition
US20120112098A1 (en) * 2010-08-05 2012-05-10 Hoyt Clifford C Enhancing visual assessment of samples
WO2013022688A1 (en) * 2011-08-05 2013-02-14 Siemens Healthcare Diagnostics Inc. Automated detection of diagnostically relevant regions in pathology images
CN103026381A (zh) * 2010-04-18 2013-04-03 图象公司 双堆叠投影
CN103180864A (zh) * 2011-04-12 2013-06-26 索尼公司 数字病理图像中的颜色像素数据的有效表达和处理的方法
CN103632362A (zh) * 2012-08-28 2014-03-12 中国电信股份有限公司 图像匹配处理方法、装置及系统
CN103889329A (zh) * 2011-10-24 2014-06-25 皇家飞利浦有限公司 用于ct 切片图像的运动补偿二次传递金属伪影校正
CN104025156A (zh) * 2011-12-13 2014-09-03 皇家飞利浦有限公司 针对利用正则化的迭代图像重建和/或图像去噪的正则因子的自动确定
CN104751429A (zh) * 2015-01-27 2015-07-01 南方医科大学 一种基于字典学习的低剂量能谱ct图像处理方法

Family Cites Families (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2649367B2 (ja) * 1987-02-13 1997-09-03 オリンパス光学工業株式会社 多次元画像相関演算装置
US5991028A (en) * 1991-02-22 1999-11-23 Applied Spectral Imaging Ltd. Spectral bio-imaging methods for cell classification
WO1993016442A1 (en) * 1992-02-18 1993-08-19 Neopath, Inc. Method for identifying objects using data processing techniques
US9031294B2 (en) * 2010-07-23 2015-05-12 National Institute Of Advanced Industrial Science And Technology Region segmented image data creating system and feature extracting system for histopathological images
US10061972B2 (en) * 2015-05-28 2018-08-28 Tokitae Llc Image analysis systems and related methods

Patent Citations (16)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5995645A (en) * 1993-08-18 1999-11-30 Applied Spectral Imaging Ltd. Method of cancer cell detection
EP0935679B1 (en) * 1996-09-24 2004-11-24 Applied Spectral Imaging Ltd. Method for chromosome classification by decorrelation statistical analysis and hardware therefore
US6718053B1 (en) * 1996-11-27 2004-04-06 Chromavision Medical Systems, Inc. Method and apparatus for automated image analysis of biological specimens
US6671661B1 (en) * 1999-05-19 2003-12-30 Microsoft Corporation Bayesian principal component analysis
US20050065440A1 (en) * 2003-09-23 2005-03-24 Richard Levenson Spectral imaging of deep tissue
CN101000686A (zh) * 2007-01-15 2007-07-18 浙江大学 一种基于主成分分析的颜色调整方法
US20100329535A1 (en) * 2009-06-26 2010-12-30 Marc Macenko Methods, Systems and Computer Program Products for Analyzing Histology Slide Images
TW201117112A (en) * 2009-11-12 2011-05-16 Univ Nat Cheng Kung Long distance person identification using height measurement and face recognition
CN103026381A (zh) * 2010-04-18 2013-04-03 图象公司 双堆叠投影
US20120112098A1 (en) * 2010-08-05 2012-05-10 Hoyt Clifford C Enhancing visual assessment of samples
CN103180864A (zh) * 2011-04-12 2013-06-26 索尼公司 数字病理图像中的颜色像素数据的有效表达和处理的方法
WO2013022688A1 (en) * 2011-08-05 2013-02-14 Siemens Healthcare Diagnostics Inc. Automated detection of diagnostically relevant regions in pathology images
CN103889329A (zh) * 2011-10-24 2014-06-25 皇家飞利浦有限公司 用于ct 切片图像的运动补偿二次传递金属伪影校正
CN104025156A (zh) * 2011-12-13 2014-09-03 皇家飞利浦有限公司 针对利用正则化的迭代图像重建和/或图像去噪的正则因子的自动确定
CN103632362A (zh) * 2012-08-28 2014-03-12 中国电信股份有限公司 图像匹配处理方法、装置及系统
CN104751429A (zh) * 2015-01-27 2015-07-01 南方医科大学 一种基于字典学习的低剂量能谱ct图像处理方法

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
KAYA KURU 等: "A Bilinear Interpolation Based Approach for Optimizing Hematoxylin and Eosin Stained Microscopical Images", 《PRIB"11: PROCEEDINGS OF THE 6TH IAPR INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION IN BIOINFORMATICS》 *
MARC NIETHAMMER 等: "Appearance Normalization of Histology Slides", 《INTERNATIONAL WORKSHOP ON MACHINE LEARNING IN MEDICAL IMAGING MLMI 2010 》 *

Cited By (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN112424824A (zh) * 2018-07-11 2021-02-26 维尔纽斯大学 用于生物样品图像的计算机实现的方法
CN112424824B (zh) * 2018-07-11 2025-03-18 维尔纽斯大学 用于生物样品图像的计算机实现的方法
CN112287958A (zh) * 2019-07-22 2021-01-29 奥多比公司 对数字图像中的对象的颜色进行分类

Also Published As

Publication number Publication date
US10573002B2 (en) 2020-02-25
EP3353740B1 (en) 2019-11-27
EP3353740A1 (en) 2018-08-01
US20180357765A1 (en) 2018-12-13
JP6659832B2 (ja) 2020-03-04
JP2018535471A (ja) 2018-11-29
GB2542764A (en) 2017-04-05
GB201516866D0 (en) 2015-11-04
WO2017051187A1 (en) 2017-03-30

Similar Documents

Publication Publication Date Title
JP6659832B2 (ja) 正規化及びアーチファクト補正のための画像処理方法及び画像処理装置
Bejnordi et al. Stain specific standardization of whole-slide histopathological images
CN114463748B (zh) 识别染色的组织图像中的感兴趣区域的方法
US9842391B2 (en) Method and apparatus for processing an image of a tissue sample
US10671832B2 (en) Method and apparatus for tissue recognition
JP6745874B2 (ja) 組織認識のための方法および装置
CN108629761A (zh) 一种乳腺癌图像识别方法、装置和用户终端
US20250022149A1 (en) Virtual alignment of pathology image series
WO2017051195A1 (en) Pattern driven image processing method & apparatus for tissue recognition
JP2025098060A (ja) 空間マルチパラメータ細胞・細胞内撮像プラットフォームからの組織サンプルの全スライド画像における管／腺及び内腔、管／腺のクラスタ、並びに個々の核を含む組織学的構造のスケーラブルで高精度なコンテクストガイドセグメンテーション
CN108601509A (zh) 图像处理装置、图像处理方法以及程序
CN106778793B (zh) 一种影像特征的可重复性测量方法及装置
Fernández-Carrobles et al. Automatic quantification of IHC stain in breast TMA using colour analysis
WO2018098697A1 (zh) 一种影像特征的可重复性测量方法及装置
WO2022029218A1 (en) Method for data fusion
JP6930963B2 (ja) デジタル病理学におけるサーバー‐クライアント・アーキテクチャー
JP5860970B2 (ja) 固有画像の生成を改良するための後処理
Samsi et al. Glomeruli segmentation in H&E stained tissue using perceptual organization
JP2026069890A (ja) キューティクル重畳枚数を推定する情報処理方法、および情報処理装置、並びにプログラム
Brandorff Enhancement, registration, and visualization of high resolution episcopic microscopy data
Carey et al. Correlating histology and spectroscopy to differentiate pathologies of the colon
Junqueira Computational techniques for automated analysis of animal tissue histological images

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
WD01 Invention patent application deemed withdrawn after publication

Application publication date: 20180608

WD01 Invention patent application deemed withdrawn after publication