CN106163404B - 用于射线图像的肺分割和骨抑制技术 - Google Patents

用于射线图像的肺分割和骨抑制技术 Download PDF

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Publication number
CN106163404B
CN106163404B CN201580018405.0A CN201580018405A CN106163404B CN 106163404 B CN106163404 B CN 106163404B CN 201580018405 A CN201580018405 A CN 201580018405A CN 106163404 B CN106163404 B CN 106163404B
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China
Prior art keywords
lung
image
ray image
rib cage
bone
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Chinese (zh)
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CN106163404A (zh
Inventor
D·S·哈丁
S·卡马拉卡南
笠井聪
胜原慎介
J·H·派克
M·F·萨比尔
J·C·威尼斯
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Konica Minolta Opto Inc
iCad Inc
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Konica Minolta Opto Inc
iCad Inc
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    • 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
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T3/00—Geometric image transformations in the plane of the image
    • G06T3/18—Image warping, e.g. rearranging pixels individually
    • 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
    • G06T7/10—Segmentation; Edge detection
    • G06T7/12—Edge-based segmentation
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/70—Determining position or orientation of objects or cameras
    • G06T7/73—Determining position or orientation of objects or cameras using feature-based methods
    • G06T7/75—Determining position or orientation of objects or cameras using feature-based methods involving models
    • 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
    • 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
    • G06T2207/20036—Morphological image processing
    • 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
    • G06T2207/20076—Probabilistic image processing
    • 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
    • G06T2207/20112—Image segmentation details
    • G06T2207/20116—Active contour; Active surface; Snakes
    • 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
    • G06T2207/30008—Bone
    • 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
    • G06T2207/30061—Lung
    • G06T2207/30064—Lung nodule
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T5/00—Image enhancement or restoration
    • G06T5/70—Denoising; Smoothing
    • 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

Landscapes

  • Engineering & Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • Physics & Mathematics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Medical Informatics (AREA)
  • General Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • General Health & Medical Sciences (AREA)
  • Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
  • Radiology & Medical Imaging (AREA)
  • Biomedical Technology (AREA)
  • Public Health (AREA)
  • Pathology (AREA)
  • Quality & Reliability (AREA)
  • Animal Behavior & Ethology (AREA)
  • Biophysics (AREA)
  • High Energy & Nuclear Physics (AREA)
  • Surgery (AREA)
  • Optics & Photonics (AREA)
  • Veterinary Medicine (AREA)
  • Heart & Thoracic Surgery (AREA)
  • Molecular Biology (AREA)
  • Data Mining & Analysis (AREA)
  • Primary Health Care (AREA)
  • Epidemiology (AREA)
  • Databases & Information Systems (AREA)
  • Apparatus For Radiation Diagnosis (AREA)
  • Image Processing (AREA)
CN201580018405.0A 2014-04-08 2015-04-01 用于射线图像的肺分割和骨抑制技术 Active CN106163404B (zh)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US201461976971P 2014-04-08 2014-04-08
US61/976,971 2014-04-08
PCT/US2015/023924 WO2015157067A1 (en) 2014-04-08 2015-04-01 Lung segmentation and bone suppression techniques for radiographic images

Publications (2)

Publication Number Publication Date
CN106163404A CN106163404A (zh) 2016-11-23
CN106163404B true CN106163404B (zh) 2019-04-23

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US (1) US10445855B2 (enExample)
EP (1) EP3128919B1 (enExample)
JP (1) JP6564018B2 (enExample)
CN (1) CN106163404B (enExample)
WO (1) WO2015157067A1 (enExample)

Families Citing this family (17)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US9672600B2 (en) * 2012-11-19 2017-06-06 Carestream Health, Inc. Clavicle suppression in radiographic images
JP2019536531A (ja) 2016-11-08 2019-12-19 コーニンクレッカ フィリップス エヌ ヴェＫｏｎｉｎｋｌｉｊｋｅ Ｐｈｉｌｉｐｓ Ｎ．Ｖ． Ｘ線画像内の不透明度を検出する装置
US20180293727A1 (en) 2017-04-10 2018-10-11 Siemens Healthcare Gmbh Rib unfolding from magnetic resonance images
US10199359B1 (en) 2017-08-04 2019-02-05 Sandisk Technologies Llc Three-dimensional memory device employing direct source contact and hole current detection and method of making the same
US20190130561A1 (en) * 2017-10-27 2019-05-02 Konica Minolta Laboratory U.S.A., Inc. Medical image processing apparatus
US10643313B2 (en) * 2018-01-19 2020-05-05 Bae Systems Information And Electronic Systems Integration Inc. Methods for image denoising and deblurring
EP3543791A1 (en) * 2018-03-23 2019-09-25 ASML Netherlands B.V. Method of metrology and associated apparatuses
JP7183563B2 (ja) 2018-04-11 2022-12-06 コニカミノルタ株式会社 放射線画像表示装置及び放射線撮影システム
EP3785222B1 (en) * 2018-05-30 2024-04-17 Shanghai United Imaging Healthcare Co., Ltd. Systems and methods for image processing
BR112021005561A2 (pt) * 2018-09-24 2021-06-29 Huawei Technologies Co., Ltd. dispositivo de processamento de imagem e método para realizar desblocagem otimizada de qualidade
EP3639751A1 (en) * 2018-10-15 2020-04-22 Koninklijke Philips N.V. Systems and methods for guiding the acquisition of an ultrasound image
JP6897656B2 (ja) 2018-11-22 2021-07-07 コニカミノルタ株式会社 画像表示制御システム、画像表示システム、画像解析装置、画像表示制御プログラム及び画像表示制御方法
JP7480997B2 (ja) 2020-08-17 2024-05-10 国立大学法人旭川医科大学 画像処理装置、画像処理方法、およびプログラム
CN112529818B (zh) * 2020-12-25 2022-03-29 万里云医疗信息科技（北京）有限公司 基于神经网络的骨影抑制方法、装置、设备及存储介质
KR102480389B1 (ko) * 2021-03-11 2022-12-23 주식회사 뷰웍스 X선 영상에서의 뼈 감쇄 방법 및 장치
CN114663359A (zh) * 2022-03-01 2022-06-24 牧原食品股份有限公司 用于对猪只肌内脂肪含量进行检测的方法及其相关产品
CN117078686B (zh) * 2023-10-17 2024-01-23 万里云医疗信息科技（北京）有限公司 构建用于训练骨抑制模型的样本的方法、装置及存储介质

Family Cites Families (15)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2892677B2 (ja) * 1989-04-17 1999-05-17 株式会社日立製作所 画像処理方式
US5638458A (en) * 1993-11-30 1997-06-10 Arch Development Corporation Automated method and system for the detection of gross abnormalities and asymmetries in chest images
US5790690A (en) 1995-04-25 1998-08-04 Arch Development Corporation Computer-aided method for automated image feature analysis and diagnosis of medical images
US6282307B1 (en) * 1998-02-23 2001-08-28 Arch Development Corporation Method and system for the automated delineation of lung regions and costophrenic angles in chest radiographs
US7221787B2 (en) * 2002-12-10 2007-05-22 Eastman Kodak Company Method for automated analysis of digital chest radiographs
JP2004188201A (ja) * 2002-12-10 2004-07-08 Eastman Kodak Co 肺領域のための２次元の統計的形状モデルを自動構成するための方法
US7545965B2 (en) * 2003-11-10 2009-06-09 The University Of Chicago Image modification and detection using massive training artificial neural networks (MTANN)
US20050152589A1 (en) 2003-11-24 2005-07-14 Vucomp, Inc. CAD medical imaging system, components, and method of operation
US20090060372A1 (en) 2007-08-27 2009-03-05 Riverain Medical Group, Llc Object removal from images
US8233692B2 (en) 2008-02-27 2012-07-31 Siemens Computer Aided Diagnosis Ltd. Method of suppressing obscuring features in an image
US8675933B2 (en) 2010-04-30 2014-03-18 Vucomp, Inc. Breast segmentation in radiographic images
CA2797240A1 (en) 2010-04-30 2011-11-03 Vucomp, Inc. Malignant mass detection and classification in radiographic images
WO2012006318A1 (en) 2010-07-07 2012-01-12 Vucomp, Inc. Marking system for computer-aided detection of breast abnormalities
US8553957B2 (en) * 2010-12-22 2013-10-08 Samsung Electronics Co., Ltd. Method of processing image and image processing apparatus using the method
US8913817B2 (en) * 2011-10-28 2014-12-16 Carestream Health, Inc. Rib suppression in radiographic images

Also Published As

Publication number Publication date
JP2017510427A (ja) 2017-04-13
JP6564018B2 (ja) 2019-08-21
WO2015157067A1 (en) 2015-10-15
EP3128919A4 (en) 2018-06-20
CN106163404A (zh) 2016-11-23
EP3128919B1 (en) 2020-12-02
US10445855B2 (en) 2019-10-15
EP3128919A1 (en) 2017-02-15
US20170032535A1 (en) 2017-02-02

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