CN109690618B - 谱ct中的骨和硬斑块分割 - Google Patents
谱ct中的骨和硬斑块分割 Download PDFInfo
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- CN109690618B CN109690618B CN201780055425.4A CN201780055425A CN109690618B CN 109690618 B CN109690618 B CN 109690618B CN 201780055425 A CN201780055425 A CN 201780055425A CN 109690618 B CN109690618 B CN 109690618B
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T7/00—Image analysis
- G06T7/10—Segmentation; Edge detection
- G06T7/11—Region-based segmentation
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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
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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
- A61B6/02—Arrangements for diagnosis sequentially in different planes; Stereoscopic radiation diagnosis
- A61B6/03—Computed tomography [CT]
- A61B6/032—Transmission computed tomography [CT]
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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
- A61B6/48—Diagnostic techniques
- A61B6/481—Diagnostic techniques involving the use of contrast agents
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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
- A61B6/48—Diagnostic techniques
- A61B6/482—Diagnostic techniques involving multiple energy imaging
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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
- A61B6/50—Apparatus or devices for radiation diagnosis; Apparatus or devices for radiation diagnosis combined with radiation therapy equipment specially adapted for specific body parts; specially adapted for specific clinical applications
- A61B6/504—Apparatus or devices for radiation diagnosis; Apparatus or devices for radiation diagnosis combined with radiation therapy equipment specially adapted for specific body parts; specially adapted for specific clinical applications for diagnosis of blood vessels, e.g. by angiography
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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
- A61B6/50—Apparatus or devices for radiation diagnosis; Apparatus or devices for radiation diagnosis combined with radiation therapy equipment specially adapted for specific body parts; specially adapted for specific clinical applications
- A61B6/505—Apparatus or devices for radiation diagnosis; Apparatus or devices for radiation diagnosis combined with radiation therapy equipment specially adapted for specific body parts; specially adapted for specific clinical applications for diagnosis of bone
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T11/00—2D [Two Dimensional] image generation
- G06T11/003—Reconstruction from projections, e.g. tomography
- G06T11/008—Specific post-processing after tomographic reconstruction, e.g. voxelisation, metal artifact correction
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T7/00—Image analysis
- G06T7/10—Segmentation; Edge detection
- G06T7/143—Segmentation; Edge detection involving probabilistic approaches, e.g. Markov random field [MRF] modelling
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T7/00—Image analysis
- G06T7/10—Segmentation; Edge detection
- G06T7/155—Segmentation; Edge detection involving morphological operators
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- 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
- G16H30/00—ICT specially adapted for the handling or processing of medical images
- G16H30/40—ICT specially adapted for the handling or processing of medical images for processing medical images, e.g. editing
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- 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
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- 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
- G06T2207/10081—Computed x-ray tomography [CT]
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- 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
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2211/00—Image generation
- G06T2211/40—Computed tomography
- G06T2211/408—Dual energy
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T7/00—Image analysis
- G06T7/10—Segmentation; Edge detection
- G06T7/149—Segmentation; Edge detection involving deformable models, e.g. active contour models
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- Engineering & Computer Science (AREA)
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- Medical Informatics (AREA)
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- General Health & Medical Sciences (AREA)
- Biomedical Technology (AREA)
- Radiology & Medical Imaging (AREA)
- Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
- Pathology (AREA)
- Optics & Photonics (AREA)
- Theoretical Computer Science (AREA)
- Biophysics (AREA)
- High Energy & Nuclear Physics (AREA)
- Veterinary Medicine (AREA)
- Heart & Thoracic Surgery (AREA)
- Molecular Biology (AREA)
- Surgery (AREA)
- Animal Behavior & Ethology (AREA)
- Computer Vision & Pattern Recognition (AREA)
- General Physics & Mathematics (AREA)
- Dentistry (AREA)
- Oral & Maxillofacial Surgery (AREA)
- Software Systems (AREA)
- Vascular Medicine (AREA)
- Primary Health Care (AREA)
- Probability & Statistics with Applications (AREA)
- Epidemiology (AREA)
- Pulmonology (AREA)
- Databases & Information Systems (AREA)
- Data Mining & Analysis (AREA)
- Orthopedic Medicine & Surgery (AREA)
- Apparatus For Radiation Diagnosis (AREA)
- Image Analysis (AREA)
Applications Claiming Priority (3)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| EP16201419.5 | 2016-11-30 | ||
| EP16201419 | 2016-11-30 | ||
| PCT/EP2017/080584 WO2018099881A1 (en) | 2016-11-30 | 2017-11-28 | Bone and hard plaque segmentation in spectral ct |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| CN109690618A CN109690618A (zh) | 2019-04-26 |
| CN109690618B true CN109690618B (zh) | 2020-08-07 |
Family
ID=57482197
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN201780055425.4A Active CN109690618B (zh) | 2016-11-30 | 2017-11-28 | 谱ct中的骨和硬斑块分割 |
Country Status (5)
| Country | Link |
|---|---|
| US (1) | US10524754B2 (enExample) |
| EP (1) | EP3475916B1 (enExample) |
| JP (1) | JP7104034B2 (enExample) |
| CN (1) | CN109690618B (enExample) |
| WO (1) | WO2018099881A1 (enExample) |
Families Citing this family (8)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| EP3332710B1 (de) * | 2016-12-12 | 2020-09-16 | Siemens Healthcare GmbH | Charakterisierung von plaque |
| ES2886155T3 (es) * | 2018-10-08 | 2021-12-16 | Ecole Polytechnique Fed Lausanne Epfl | Método de reconstrucción de imágenes basado en un mapeo no lineal entrenado |
| EP4035602A4 (en) * | 2019-09-27 | 2022-11-23 | FUJIFILM Corporation | Image processing device, method and program, learning device, method and program, and derivation model |
| DE112021001190T5 (de) * | 2020-02-20 | 2022-12-15 | Fujifilm Corporation | Informationsverarbeitungsvorrichtung, -verfahren und -programm |
| EP3901898A1 (en) * | 2020-04-24 | 2021-10-27 | Koninklijke Philips N.V. | Apparatus for determining decomposed spectral image data |
| EP3965059A1 (en) * | 2020-09-04 | 2022-03-09 | Koninklijke Philips N.V. | Multi-material decomposition for spectral computed tomography |
| JP2023157085A (ja) * | 2022-04-14 | 2023-10-26 | 株式会社島津製作所 | データ解析方法、データ解析装置、及び分析装置 |
| CN116071873B (zh) * | 2022-12-27 | 2025-08-19 | 襄阳市中心医院 | 一种云胶片的实现方法及系统 |
Citations (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN1914640A (zh) * | 2004-01-26 | 2007-02-14 | 美国西门子医疗解决公司 | 从医学图像中自动提取骨的系统和方法 |
| CN103649990A (zh) * | 2011-07-15 | 2014-03-19 | 皇家飞利浦有限公司 | 用于谱ct的图像处理 |
| CN105559813A (zh) * | 2014-11-04 | 2016-05-11 | 株式会社东芝 | 医用图像诊断装置以及医用图像处理装置 |
| CN105793894A (zh) * | 2013-12-06 | 2016-07-20 | 皇家飞利浦有限公司 | 根据图像数据来进行骨骼分割 |
Family Cites Families (19)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US4811373A (en) * | 1986-07-14 | 1989-03-07 | Hologic, Inc. | Bone densitometer |
| US7477768B2 (en) * | 1999-06-29 | 2009-01-13 | The Research Foundation Of State University Of New York | System and method for performing a three-dimensional virtual examination of objects, such as internal organs |
| US6754298B2 (en) * | 2002-02-20 | 2004-06-22 | The Regents Of The University Of Michigan | Method for statistically reconstructing images from a plurality of transmission measurements having energy diversity and image reconstructor apparatus utilizing the method |
| US7123760B2 (en) | 2002-11-21 | 2006-10-17 | General Electric Company | Method and apparatus for removing obstructing structures in CT imaging |
| DE102004004295A1 (de) * | 2004-01-28 | 2005-08-25 | Siemens Ag | Verfahren zur Bilddatenaufnahme und -auswertung mit einem Tomographiegerät |
| US7593762B2 (en) * | 2004-04-09 | 2009-09-22 | Siemens Medical Solutions Usa, Inc. | System and method for automatically segmenting bones in computed tomography angiography data |
| 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 |
| 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 |
| DE102009015773A1 (de) * | 2008-04-10 | 2010-02-04 | Siemens Aktiengesellschaft | Verfahren zur Aufbereitung von rekonstruierten CT-Bilddatensätzen und CT-System |
| US8442289B2 (en) | 2008-04-22 | 2013-05-14 | Hitachi Medical Corporation | Medical image processing device, method for processing medical image and program |
| US8649577B1 (en) * | 2008-11-30 | 2014-02-11 | Image Analysis, Inc. | Automatic method and system for measurements of bone density and structure of the hip from 3-D X-ray imaging devices |
| DE102009014051B4 (de) * | 2009-03-19 | 2021-12-23 | Siemens Healthcare Gmbh | Verfahren zur Aufbereitung von CT-Bilddarstellungen und Recheneinheit zur Durchführung dieses Verfahrens |
| US8355555B2 (en) | 2009-09-17 | 2013-01-15 | Siemens Aktiengesellschaft | System and method for multi-image based virtual non-contrast image enhancement for dual source CT |
| US9153045B2 (en) * | 2012-03-22 | 2015-10-06 | The Cleveland Clinic Foundation | Augmented reconstruction for computed tomography |
| US10282820B2 (en) | 2013-02-21 | 2019-05-07 | Koninklijke Philips N.V. | Structure propagation restoration for spectral CT |
| US9311570B2 (en) * | 2013-12-06 | 2016-04-12 | Kabushiki Kaisha Toshiba | Method of, and apparatus for, segmentation of structures in medical images |
| US9710880B2 (en) * | 2014-07-03 | 2017-07-18 | Siemens Product Lifecycle Management Software Inc. | User-guided shape morphing in bone segmentation for medical imaging |
| US9990712B2 (en) * | 2015-04-08 | 2018-06-05 | Algotec Systems Ltd. | Organ detection and segmentation |
| US9905044B1 (en) * | 2016-08-25 | 2018-02-27 | General Electric Company | Systems and methods for functional imaging |
-
2017
- 2017-11-28 JP JP2019524409A patent/JP7104034B2/ja active Active
- 2017-11-28 CN CN201780055425.4A patent/CN109690618B/zh active Active
- 2017-11-28 US US16/463,118 patent/US10524754B2/en active Active
- 2017-11-28 EP EP17804202.4A patent/EP3475916B1/en active Active
- 2017-11-28 WO PCT/EP2017/080584 patent/WO2018099881A1/en not_active Ceased
Patent Citations (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN1914640A (zh) * | 2004-01-26 | 2007-02-14 | 美国西门子医疗解决公司 | 从医学图像中自动提取骨的系统和方法 |
| CN103649990A (zh) * | 2011-07-15 | 2014-03-19 | 皇家飞利浦有限公司 | 用于谱ct的图像处理 |
| CN105793894A (zh) * | 2013-12-06 | 2016-07-20 | 皇家飞利浦有限公司 | 根据图像数据来进行骨骼分割 |
| CN105559813A (zh) * | 2014-11-04 | 2016-05-11 | 株式会社东芝 | 医用图像诊断装置以及医用图像处理装置 |
Non-Patent Citations (1)
| Title |
|---|
| 《Multiscale Vessel Enhancement Filtering》;W.J. Niessen 等;《Lecture Notes in Computer Science》;20000229;全文 * |
Also Published As
| Publication number | Publication date |
|---|---|
| JP2019536538A (ja) | 2019-12-19 |
| CN109690618A (zh) | 2019-04-26 |
| EP3475916A1 (en) | 2019-05-01 |
| JP7104034B2 (ja) | 2022-07-20 |
| EP3475916B1 (en) | 2019-10-23 |
| US10524754B2 (en) | 2020-01-07 |
| US20190282192A1 (en) | 2019-09-19 |
| WO2018099881A1 (en) | 2018-06-07 |
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