JP7378404B2 - 非スペクトルイメージングシステムを用いたスペクトルイメージング - Google Patents
非スペクトルイメージングシステムを用いたスペクトルイメージング Download PDFInfo
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- JP7378404B2 JP7378404B2 JP2020538976A JP2020538976A JP7378404B2 JP 7378404 B2 JP7378404 B2 JP 7378404B2 JP 2020538976 A JP2020538976 A JP 2020538976A JP 2020538976 A JP2020538976 A JP 2020538976A JP 7378404 B2 JP7378404 B2 JP 7378404B2
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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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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T12/00—Tomographic reconstruction from projections
- G06T12/10—Image preprocessing, e.g. calibration, positioning of sources or scatter correction
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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
- A61B6/52—Devices using data or image processing specially adapted for radiation diagnosis
- A61B6/5205—Devices using data or image processing specially adapted for radiation diagnosis involving processing of raw data to produce 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
- A61B6/52—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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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
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- G06N3/045—Combinations of networks
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- G06N3/00—Computing arrangements based on biological models
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- G06N3/0464—Convolutional networks [CNN, ConvNet]
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- G06N3/00—Computing arrangements based on biological models
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- G06N3/048—Activation functions
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- G06N3/08—Learning methods
- G06N3/09—Supervised learning
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- G—PHYSICS
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- G06N3/02—Neural networks
- G06N3/08—Learning methods
- G06N3/094—Adversarial learning
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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
- G16H30/20—ICT specially adapted for the handling or processing of medical images for handling medical images, e.g. DICOM, HL7 or PACS
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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
- G16H40/00—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices
- G16H40/60—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices for the operation of medical equipment or devices
- G16H40/63—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices for the operation of medical equipment or devices for local operation
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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
- 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
- G16H50/50—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for simulation or modelling of medical disorders
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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
-
- 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
- A61B6/483—Diagnostic techniques involving scattered radiation
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/04—Architecture, e.g. interconnection topology
- G06N3/047—Probabilistic or stochastic networks
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2210/00—Indexing scheme for image generation or computer graphics
- G06T2210/41—Medical
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- Health & Medical Sciences (AREA)
- Life Sciences & Earth Sciences (AREA)
- Physics & Mathematics (AREA)
- Medical Informatics (AREA)
- General Health & Medical Sciences (AREA)
- Theoretical Computer Science (AREA)
- Biomedical Technology (AREA)
- Public Health (AREA)
- Biophysics (AREA)
- Molecular Biology (AREA)
- Data Mining & Analysis (AREA)
- Radiology & Medical Imaging (AREA)
- Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
- General Physics & Mathematics (AREA)
- Pathology (AREA)
- Artificial Intelligence (AREA)
- Software Systems (AREA)
- Mathematical Physics (AREA)
- General Engineering & Computer Science (AREA)
- Computing Systems (AREA)
- Evolutionary Computation (AREA)
- Computational Linguistics (AREA)
- Primary Health Care (AREA)
- Epidemiology (AREA)
- Animal Behavior & Ethology (AREA)
- High Energy & Nuclear Physics (AREA)
- Heart & Thoracic Surgery (AREA)
- Optics & Photonics (AREA)
- Veterinary Medicine (AREA)
- Surgery (AREA)
- Pulmonology (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Databases & Information Systems (AREA)
- Business, Economics & Management (AREA)
- General Business, Economics & Management (AREA)
- Apparatus For Radiation Diagnosis (AREA)
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- Analysing Materials By The Use Of Radiation (AREA)
Applications Claiming Priority (3)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US201862617774P | 2018-01-16 | 2018-01-16 | |
| US62/617,774 | 2018-01-16 | ||
| PCT/EP2019/050197 WO2019141527A1 (en) | 2018-01-16 | 2019-01-07 | Spectral imaging with a non-spectral imaging system |
Publications (4)
| Publication Number | Publication Date |
|---|---|
| JP2021510579A JP2021510579A (ja) | 2021-04-30 |
| JP2021510579A5 JP2021510579A5 (https=) | 2022-01-17 |
| JPWO2019141527A5 JPWO2019141527A5 (https=) | 2022-01-17 |
| JP7378404B2 true JP7378404B2 (ja) | 2023-11-13 |
Family
ID=65009766
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| JP2020538976A Active JP7378404B2 (ja) | 2018-01-16 | 2019-01-07 | 非スペクトルイメージングシステムを用いたスペクトルイメージング |
Country Status (5)
| Country | Link |
|---|---|
| US (1) | US11417034B2 (https=) |
| EP (1) | EP3740129B1 (https=) |
| JP (1) | JP7378404B2 (https=) |
| CN (1) | CN111615363B (https=) |
| WO (1) | WO2019141527A1 (https=) |
Families Citing this family (6)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20200294288A1 (en) * | 2019-03-13 | 2020-09-17 | The Uab Research Foundation | Systems and methods of computed tomography image reconstruction |
| EP3838154A1 (en) | 2019-12-16 | 2021-06-23 | Koninklijke Philips N.V. | Apparatus for generating photon counting spectral image data |
| EP4104767A1 (en) * | 2021-06-17 | 2022-12-21 | Koninklijke Philips N.V. | Controlling an alert signal for spectral computed tomography imaging |
| CN116577819B (zh) * | 2023-05-18 | 2023-09-26 | 兰州大学 | 一种多头康普顿探测方法及系统 |
| US12561805B2 (en) | 2023-09-20 | 2026-02-24 | GE Precision Healthcare LLC | Methods and systems for generating dual-energy images from a single-energy imaging system based on anatomical segmentation |
| EP4559397A1 (de) * | 2023-11-24 | 2025-05-28 | Siemens Healthineers AG | Materialdekomposition bei der dual-energie-röntgenbildgebung |
Citations (8)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| JP2006320464A (ja) | 2005-05-18 | 2006-11-30 | Hitachi Medical Corp | 放射線撮影装置、画像処理方法 |
| JP2014000409A (ja) | 2012-06-19 | 2014-01-09 | Toshiba Corp | Ct画像化における散乱評価を補助する低密度かつエネルギー弁別型のコリメーションを伴うx線コンピュータ断層撮像装置用検出器、x線コンピュータ断層撮像装置及びその制御方法 |
| JP2014522693A (ja) | 2011-07-15 | 2014-09-08 | コーニンクレッカ フィリップス エヌ ヴェ | スペクトルct向けの画像処理 |
| 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 |
| US20150371378A1 (en) | 2014-06-20 | 2015-12-24 | Marquette University | Material decomposition of multi-spectral x-ray projections using neural networks |
| US20160113603A1 (en) | 2013-05-10 | 2016-04-28 | Koninklijke Philips N.V. | Photon-counting detector calibration |
| WO2016158234A1 (ja) | 2015-03-30 | 2016-10-06 | 株式会社日立製作所 | 画像生成装置、画像生成方法及びx線ct装置 |
| JP2017525402A (ja) | 2014-06-04 | 2017-09-07 | コーニンクレッカ フィリップス エヌ ヴェKoninklijke Philips N.V. | オブジェクトの画像を生成するイメージングシステム |
Family Cites Families (9)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| RU2565507C2 (ru) | 2009-11-25 | 2015-10-20 | Конинклейке Филипс Электроникс Н.В. | Система и способ для улучшения качества изображения |
| CA3141754A1 (en) * | 2011-10-24 | 2013-05-02 | President And Fellows Of Harvard College | Enhancing diagnosis of disorder through artificial intelligence and mobile health technologies without compromising accuracy |
| WO2014128595A1 (en) | 2013-02-21 | 2014-08-28 | Koninklijke Philips N.V. | Structure propagation restoration for spectral ct |
| CN105408940B (zh) * | 2013-07-23 | 2019-09-03 | 皇家飞利浦有限公司 | 混合式(谱/非谱)成像探测器阵列和对应的处理电子设备 |
| EP3077990A1 (en) | 2013-12-06 | 2016-10-12 | Koninklijke Philips N.V. | Bone segmentation from image data |
| US9761024B1 (en) * | 2014-10-20 | 2017-09-12 | Koninklijke Philips N.V. | Start image for spectral image iterative reconstruction |
| KR102372214B1 (ko) | 2015-01-19 | 2022-03-14 | 삼성전자주식회사 | 영상 처리 장치, 의료영상 장치 및 영상 처리 방법 |
| US11071519B2 (en) * | 2015-11-13 | 2021-07-27 | Orthoforge, Inc. | Medical devices, systems and methods for monitoring and stimulating osteogenesis |
| DE102016215109B4 (de) | 2016-08-12 | 2025-05-28 | Siemens Healthineers Ag | Verfahren und Datenverarbeitungseinheit zum Optimieren eines Bildrekonstruktionsalgorithmus |
-
2019
- 2019-01-07 JP JP2020538976A patent/JP7378404B2/ja active Active
- 2019-01-07 WO PCT/EP2019/050197 patent/WO2019141527A1/en not_active Ceased
- 2019-01-07 US US16/962,261 patent/US11417034B2/en active Active
- 2019-01-07 EP EP19700140.7A patent/EP3740129B1/en active Active
- 2019-01-07 CN CN201980008806.6A patent/CN111615363B/zh active Active
Patent Citations (8)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| JP2006320464A (ja) | 2005-05-18 | 2006-11-30 | Hitachi Medical Corp | 放射線撮影装置、画像処理方法 |
| JP2014522693A (ja) | 2011-07-15 | 2014-09-08 | コーニンクレッカ フィリップス エヌ ヴェ | スペクトルct向けの画像処理 |
| JP2014000409A (ja) | 2012-06-19 | 2014-01-09 | Toshiba Corp | Ct画像化における散乱評価を補助する低密度かつエネルギー弁別型のコリメーションを伴うx線コンピュータ断層撮像装置用検出器、x線コンピュータ断層撮像装置及びその制御方法 |
| US20160113603A1 (en) | 2013-05-10 | 2016-04-28 | Koninklijke Philips N.V. | Photon-counting detector calibration |
| JP2017525402A (ja) | 2014-06-04 | 2017-09-07 | コーニンクレッカ フィリップス エヌ ヴェKoninklijke Philips N.V. | オブジェクトの画像を生成するイメージングシステム |
| US20150371378A1 (en) | 2014-06-20 | 2015-12-24 | Marquette University | Material decomposition of multi-spectral x-ray projections using neural networks |
| 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 |
| WO2016158234A1 (ja) | 2015-03-30 | 2016-10-06 | 株式会社日立製作所 | 画像生成装置、画像生成方法及びx線ct装置 |
Non-Patent Citations (1)
| Title |
|---|
| LI, Sui et al.,Pseudo Dual Energy CT Imaging using Deep Learning Based Framework: Initial Study,arXiv,1711.07118v1 [physics.med-ph],2017年11月20日,<URL:https://arxiv.org/abs/1711.07118> |
Also Published As
| Publication number | Publication date |
|---|---|
| EP3740129B1 (en) | 2024-03-13 |
| JP2021510579A (ja) | 2021-04-30 |
| EP3740129A1 (en) | 2020-11-25 |
| US11417034B2 (en) | 2022-08-16 |
| US20210065410A1 (en) | 2021-03-04 |
| CN111615363A (zh) | 2020-09-01 |
| CN111615363B (zh) | 2024-09-10 |
| WO2019141527A1 (en) | 2019-07-25 |
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