CN105793894B - 根据图像数据来进行骨骼分割 - Google Patents

根据图像数据来进行骨骼分割 Download PDF

Info

Publication number
CN105793894B
CN105793894B CN201480066645.3A CN201480066645A CN105793894B CN 105793894 B CN105793894 B CN 105793894B CN 201480066645 A CN201480066645 A CN 201480066645A CN 105793894 B CN105793894 B CN 105793894B
Authority
CN
China
Prior art keywords
image data
bone
voxel
spectral
probability
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.)
Active
Application number
CN201480066645.3A
Other languages
English (en)
Chinese (zh)
Other versions
CN105793894A (zh
Inventor
L·戈申
A·格林高兹
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 CN105793894A publication Critical patent/CN105793894A/zh
Application granted granted Critical
Publication of CN105793894B publication Critical patent/CN105793894B/zh
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Images

Classifications

    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/10Segmentation; Edge detection
    • G06T7/143Segmentation; Edge detection involving probabilistic approaches, e.g. Markov random field [MRF] modelling
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T5/00Image enhancement or restoration
    • G06T5/70Denoising; Smoothing
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/10Segmentation; Edge detection
    • G06T7/11Region-based segmentation
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/10Image acquisition modality
    • G06T2207/10072Tomographic images
    • G06T2207/10081Computed x-ray tomography [CT]
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/20Special algorithmic details
    • G06T2207/20076Probabilistic image processing
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/30Subject of image; Context of image processing
    • G06T2207/30004Biomedical image processing
    • G06T2207/30008Bone
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H30/00ICT specially adapted for the handling or processing of medical images
    • G16H30/20ICT 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)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Probability & Statistics with Applications (AREA)
  • Software Systems (AREA)
  • Apparatus For Radiation Diagnosis (AREA)
CN201480066645.3A 2013-12-06 2014-12-02 根据图像数据来进行骨骼分割 Active CN105793894B (zh)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US201361912602P 2013-12-06 2013-12-06
US61/912,602 2013-12-06
PCT/IB2014/066499 WO2015083065A1 (en) 2013-12-06 2014-12-02 Bone segmentation from image data

Publications (2)

Publication Number Publication Date
CN105793894A CN105793894A (zh) 2016-07-20
CN105793894B true CN105793894B (zh) 2020-03-31

Family

ID=52292975

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201480066645.3A Active CN105793894B (zh) 2013-12-06 2014-12-02 根据图像数据来进行骨骼分割

Country Status (5)

Country Link
US (1) US10096120B2 (enExample)
EP (1) EP3077990A1 (enExample)
JP (1) JP6526669B2 (enExample)
CN (1) CN105793894B (enExample)
WO (1) WO2015083065A1 (enExample)

Families Citing this family (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2017102467A1 (en) 2015-12-15 2017-06-22 Koninklijke Philips N.V. Method of data processing for computed tomography
JP7104034B2 (ja) * 2016-11-30 2022-07-20 コーニンクレッカ フィリップス エヌ ヴェ スペクトルctにおける骨及びハードプラークのセグメンテーション
EP3387997B1 (en) * 2017-04-13 2020-02-26 Siemens Healthcare GmbH Medical imaging device and method controlling one or more parameters of a medical imaging device
CN111615363B (zh) 2018-01-16 2024-09-10 皇家飞利浦有限公司 利用非谱成像系统的谱成像
CN109285176B (zh) * 2018-10-08 2021-11-02 东南大学 一种基于正则化图割的大脑组织分割方法
DE102019004303A1 (de) * 2019-06-18 2020-12-24 Ziehm Imaging Gmbh Verfahren und Vorrichtug der medizinischen Bildgebung zur Darstellung eines 3D-Volumens mit wenigstens einen eingebrachten Fremdobjekt
JP7729164B2 (ja) * 2021-10-14 2025-08-26 株式会社島津製作所 X線撮影方法およびx線撮影装置
CN114066886B (zh) * 2022-01-11 2022-05-06 北京威高智慧科技有限公司 骨骼分割边界确定方法、装置、电子设备及存储介质

Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN1836258A (zh) * 2003-08-13 2006-09-20 美国西门子医疗解决公司 采用结构张量来检测肺结节和结肠息肉的方法和系统
CN101025823A (zh) * 2005-10-17 2007-08-29 西门子公司 对x射线图像中的至少一种物质进行分割的方法和装置
CN102419864A (zh) * 2011-09-05 2012-04-18 东软集团股份有限公司 一种提取脑部ct图像骨骼方法及装置
WO2013011418A2 (en) * 2011-07-15 2013-01-24 Koninklijke Philips Electronics N.V. Spectral ct

Family Cites Families (18)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP3258233B2 (ja) 1996-03-29 2002-02-18 帝人株式会社 骨計測方法
US7015907B2 (en) * 2002-04-18 2006-03-21 Siemens Corporate Research, Inc. Segmentation of 3D medical structures using robust ray propagation
WO2004086972A2 (en) 2003-03-25 2004-10-14 Imaging Therapeutics, Inc. Methods for the compensation of imaging technique in the processing of radiographic images
CN101166469B (zh) 2005-04-26 2015-05-06 皇家飞利浦电子股份有限公司 用于光谱ct的双层探测器
WO2007099525A2 (en) * 2006-03-03 2007-09-07 Medic Vision - Brain Technologies Ltd. System and method of automatic prioritization and analysis of medical images
DE102006015451A1 (de) 2006-03-31 2007-10-11 Siemens Ag Verfahren und Vorrichtung zur automatischen Differenzierung von Knochen oder anderen kalziumhaltigen Materialien und Kontrastmittel in Weichteilgewebe
US7760848B2 (en) * 2006-09-08 2010-07-20 General Electric Company Method and system for generating a multi-spectral image of an object
WO2008078231A1 (en) 2006-12-20 2008-07-03 Koninklijke Philips Electronics N.V. Imaging system for imaging substances present in an object of interest
DE102007017629B4 (de) * 2007-04-12 2011-03-24 Siemens Ag Verfahren zur Zuordnung von Voxeln eines CT-Bilddatensatzes zu einer von zwei Materialmischungen jeweils bestehend aus zwei von vier unterschiedlichen Materialien
US20090153551A1 (en) * 2007-12-17 2009-06-18 Electronics And Telecommunications Research Institute Method and apparatus for transferring pose of 3-dimensional characters
US8442289B2 (en) 2008-04-22 2013-05-14 Hitachi Medical Corporation Medical image processing device, method for processing medical image and program
DE102008030552A1 (de) * 2008-06-27 2009-12-31 Siemens Aktiengesellschaft Verfahren zur Erzeugung von Bilddaten zu einer virtuell vorgebbaren Röntgenröhrenspannung aus ersten und zweiten CT-Bilddaten
JP2010087614A (ja) * 2008-09-29 2010-04-15 Toshiba Corp 画像処理装置、画像処理方法、及び、プログラム
US8294717B2 (en) 2009-06-26 2012-10-23 Kabushiki Kaisha Toshiba Advanced clustering method for material separation in dual energy CT
US8644608B2 (en) 2009-10-30 2014-02-04 Eiffel Medtech Inc. Bone imagery segmentation method and apparatus
US8908948B2 (en) * 2011-12-21 2014-12-09 Institute Of Automation, Chinese Academy Of Sciences Method for brain tumor segmentation in multi-parametric image based on statistical information and multi-scale structure information
US10282820B2 (en) 2013-02-21 2019-05-07 Koninklijke Philips N.V. Structure propagation restoration for spectral CT
US9305351B2 (en) * 2013-06-16 2016-04-05 Larry D. Partain Method of determining the probabilities of suspect nodules being malignant

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN1836258A (zh) * 2003-08-13 2006-09-20 美国西门子医疗解决公司 采用结构张量来检测肺结节和结肠息肉的方法和系统
CN101025823A (zh) * 2005-10-17 2007-08-29 西门子公司 对x射线图像中的至少一种物质进行分割的方法和装置
WO2013011418A2 (en) * 2011-07-15 2013-01-24 Koninklijke Philips Electronics N.V. Spectral ct
CN102419864A (zh) * 2011-09-05 2012-04-18 东软集团股份有限公司 一种提取脑部ct图像骨骼方法及装置

Non-Patent Citations (4)

* Cited by examiner, † Cited by third party
Title
A survey of shaped-based registration and segmentation techniques for cardiac images;Vahid Tavakoli , Amir A. Amini;《Computer Vision and Image Understanding》;20130901;第119卷(第9期);第966-989页 *
Active Contours Without Edges;Tony F. Chan,Luminita A. Vese;《IEEE TRANSACTIONS ON IMAGE PROCESSING》;20010228;第10卷(第2期);第266-276页 *
Geometric Applications of the Split Bregman Method: Segmentation and Surface Reconstruction;Tom Goldstein,Xavier Bresson ,Stanley Osher;《Journal of Scientific Computing》;20101031;第45卷(第1-3期);第275页 *
噪声图像分割的全局凸优化变分模型;陈杰等;《青岛大学学报(自然科学版)》;20120228;第25卷(第1期);第57-62页 *

Also Published As

Publication number Publication date
WO2015083065A1 (en) 2015-06-11
US20160307330A1 (en) 2016-10-20
JP6526669B2 (ja) 2019-06-05
JP2016539704A (ja) 2016-12-22
EP3077990A1 (en) 2016-10-12
US10096120B2 (en) 2018-10-09
CN105793894A (zh) 2016-07-20

Similar Documents

Publication Publication Date Title
CN105793894B (zh) 根据图像数据来进行骨骼分割
US10147168B2 (en) Spectral CT
US9959640B2 (en) Iterative image reconstruction with a sharpness driven regularization parameter
CN105025794B (zh) 谱ct的结构传播恢复
EP3084723B1 (en) Spectral image data processing
US10074190B2 (en) Texture analysis map for image data
JP2019536538A (ja) スペクトルctにおける骨及びハードプラークのセグメンテーション
CN110113996A (zh) 用于暗场成像的系统和方法
US10169848B2 (en) Restoration of low contrast structure in de-noise image data
WO2016097981A1 (en) Penalized maximum likelihood material decomposition
CN111971710B (zh) 根据谱成像数据来生成谱炎症图
HK40051517B (zh) 使用自关注深度学习进行图像增强的系统和方法

Legal Events

Date Code Title Description
C06 Publication
PB01 Publication
C10 Entry into substantive examination
SE01 Entry into force of request for substantive examination
GR01 Patent grant
GR01 Patent grant