CN115427794A - 放射线图像处理方法、学习完毕模型、放射线图像处理模块、放射线图像处理程序、放射线图像处理系统及机器学习方法 - Google Patents
放射线图像处理方法、学习完毕模型、放射线图像处理模块、放射线图像处理程序、放射线图像处理系统及机器学习方法 Download PDFInfo
- Publication number
- CN115427794A CN115427794A CN202180028353.0A CN202180028353A CN115427794A CN 115427794 A CN115427794 A CN 115427794A CN 202180028353 A CN202180028353 A CN 202180028353A CN 115427794 A CN115427794 A CN 115427794A
- Authority
- CN
- China
- Prior art keywords
- image
- image processing
- radiation
- average energy
- ray
- 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
Links
Images
Classifications
-
- 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
- A61B6/42—Arrangements for detecting radiation specially adapted for radiation diagnosis
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N23/00—Investigating or analysing materials by the use of wave or particle radiation, e.g. X-rays or neutrons, not covered by groups G01N3/00 – G01N17/00, G01N21/00 or G01N22/00
- G01N23/02—Investigating or analysing materials by the use of wave or particle radiation, e.g. X-rays or neutrons, not covered by groups G01N3/00 – G01N17/00, G01N21/00 or G01N22/00 by transmitting the radiation through the material
- G01N23/04—Investigating or analysing materials by the use of wave or particle radiation, e.g. X-rays or neutrons, not covered by groups G01N3/00 – G01N17/00, G01N21/00 or G01N22/00 by transmitting the radiation through the material and forming images of the material
-
- 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
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N23/00—Investigating or analysing materials by the use of wave or particle radiation, e.g. X-rays or neutrons, not covered by groups G01N3/00 – G01N17/00, G01N21/00 or G01N22/00
- G01N23/02—Investigating or analysing materials by the use of wave or particle radiation, e.g. X-rays or neutrons, not covered by groups G01N3/00 – G01N17/00, G01N21/00 or G01N22/00 by transmitting the radiation through the material
- G01N23/06—Investigating or analysing materials by the use of wave or particle radiation, e.g. X-rays or neutrons, not covered by groups G01N3/00 – G01N17/00, G01N21/00 or G01N22/00 by transmitting the radiation through the material and measuring the absorption
- G01N23/083—Investigating or analysing materials by the use of wave or particle radiation, e.g. X-rays or neutrons, not covered by groups G01N3/00 – G01N17/00, G01N21/00 or G01N22/00 by transmitting the radiation through the material and measuring the absorption the radiation being X-rays
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N20/00—Machine learning
-
- 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
- G06N3/08—Learning methods
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T5/00—Image enhancement or restoration
- G06T5/60—Image enhancement or restoration using machine learning, e.g. neural networks
-
- 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
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T7/00—Image analysis
- G06T7/0002—Inspection of images, e.g. flaw detection
- G06T7/0004—Industrial image inspection
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N2223/00—Investigating materials by wave or particle radiation
- G01N2223/10—Different kinds of radiation or particles
- G01N2223/101—Different kinds of radiation or particles electromagnetic radiation
- G01N2223/1016—X-ray
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N2223/00—Investigating materials by wave or particle radiation
- G01N2223/40—Imaging
- G01N2223/401—Imaging 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
- G06T2207/10—Image acquisition modality
- G06T2207/10004—Still image; Photographic 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
- G06T2207/10—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
- G06T2207/20081—Training; Learning
-
- 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
- G06T2207/20084—Artificial neural networks [ANN]
-
- 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
- G06T2207/20172—Image enhancement details
- G06T2207/20182—Noise reduction or smoothing in the temporal domain; Spatio-temporal filtering
-
- 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
- G06T2207/30108—Industrial image inspection
- G06T2207/30128—Food products
Landscapes
- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- Health & Medical Sciences (AREA)
- Life Sciences & Earth Sciences (AREA)
- General Physics & Mathematics (AREA)
- Theoretical Computer Science (AREA)
- General Health & Medical Sciences (AREA)
- Medical Informatics (AREA)
- Pathology (AREA)
- Biomedical Technology (AREA)
- Biophysics (AREA)
- Software Systems (AREA)
- Molecular Biology (AREA)
- Biochemistry (AREA)
- Analytical Chemistry (AREA)
- Chemical & Material Sciences (AREA)
- Immunology (AREA)
- Veterinary Medicine (AREA)
- Artificial Intelligence (AREA)
- Radiology & Medical Imaging (AREA)
- Surgery (AREA)
- Animal Behavior & Ethology (AREA)
- Public Health (AREA)
- Optics & Photonics (AREA)
- Mathematical Physics (AREA)
- General Engineering & Computer Science (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
- Heart & Thoracic Surgery (AREA)
- Data Mining & Analysis (AREA)
- Evolutionary Computation (AREA)
- High Energy & Nuclear Physics (AREA)
- Computing Systems (AREA)
- Quality & Reliability (AREA)
- Toxicology (AREA)
- Computational Linguistics (AREA)
- Analysing Materials By The Use Of Radiation (AREA)
- Image Processing (AREA)
- Image Analysis (AREA)
Applications Claiming Priority (3)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| JP2020-073576 | 2020-04-16 | ||
| JP2020073576 | 2020-04-16 | ||
| PCT/JP2021/015488 WO2021210617A1 (ja) | 2020-04-16 | 2021-04-14 | 放射線画像処理方法、学習済みモデル、放射線画像処理モジュール、放射線画像処理プログラム、放射線画像処理システム、及び機械学習方法 |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| CN115427794A true CN115427794A (zh) | 2022-12-02 |
Family
ID=78083999
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN202180028353.0A Pending CN115427794A (zh) | 2020-04-16 | 2021-04-14 | 放射线图像处理方法、学习完毕模型、放射线图像处理模块、放射线图像处理程序、放射线图像处理系统及机器学习方法 |
Country Status (6)
| Country | Link |
|---|---|
| US (1) | US20230125182A1 (https=) |
| EP (1) | EP4123296A4 (https=) |
| JP (1) | JP7546047B2 (https=) |
| KR (1) | KR20230003484A (https=) |
| CN (1) | CN115427794A (https=) |
| WO (1) | WO2021210617A1 (https=) |
Families Citing this family (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN115398215B (zh) | 2020-04-16 | 2025-12-02 | 浜松光子学株式会社 | 放射线图像处理方法、学习完毕模型、放射线图像处理模块、放射线图像处理程序及放射线图像处理系统 |
| EP4130724A4 (en) | 2020-04-16 | 2024-06-12 | Hamamatsu Photonics K.K. | X-RAY IMAGE ACQUISITION DEVICE, X-RAY IMAGE ACQUISITION SYSTEM AND X-RAY IMAGE ACQUISITION METHOD |
| TWI890836B (zh) * | 2021-02-15 | 2025-07-21 | 日商濱松赫德尼古斯股份有限公司 | 放射線圖像獲取裝置、放射線圖像獲取系統及放射線圖像獲取方法 |
| KR102946804B1 (ko) | 2022-11-22 | 2026-04-01 | 두산에너빌리티 주식회사 | 극점 데이터를 이용한 방사선투과검사 대상체 검출을 위한 장치 및 이를 위한 방법 |
Citations (11)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20130051527A1 (en) * | 2011-07-07 | 2013-02-28 | Takuya Sakaguchi | Image processing apparatus and method, and x-ray diagnostic apparatus |
| 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 |
| US20150371414A1 (en) * | 2014-06-20 | 2015-12-24 | Korea Advanced Institute Of Science And Technology | X-ray imaging apparatus and control method for the same |
| CN107871332A (zh) * | 2017-11-09 | 2018-04-03 | 南京邮电大学 | 一种基于残差学习的ct稀疏重建伪影校正方法及系统 |
| US20180349759A1 (en) * | 2017-06-01 | 2018-12-06 | Kabushiki Kaisha Toshiba | Image processing system and medical information processing system |
| US20190102621A1 (en) * | 2017-10-02 | 2019-04-04 | Siemens Healthcare Gmbh | Method and system for the classification of materials by means of machine learning |
| US20190108441A1 (en) * | 2017-10-11 | 2019-04-11 | General Electric Company | Image generation using machine learning |
| CN109697476A (zh) * | 2019-02-01 | 2019-04-30 | 重庆大学 | 一种基于深度学习的x射线光子计数探测器一致性校准方法 |
| CN109805950A (zh) * | 2017-10-06 | 2019-05-28 | 佳能医疗系统株式会社 | 医用图像处理装置以及医用图像处理系统 |
| US20190325621A1 (en) * | 2016-06-24 | 2019-10-24 | Rensselaer Polytechnic Institute | Tomographic image reconstruction via machine learning |
| CN111263882A (zh) * | 2017-10-24 | 2020-06-09 | 世高株式会社 | 电磁波检测组件、电磁波检测组件阵列和无损检查设备 |
Family Cites Families (6)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| JP2006318103A (ja) * | 2005-05-11 | 2006-11-24 | Fuji Photo Film Co Ltd | 画像処理装置および方法並びにプログラム |
| JP4895204B2 (ja) * | 2007-03-22 | 2012-03-14 | 富士フイルム株式会社 | 画像成分分離装置、方法、およびプログラム、ならびに、正常画像生成装置、方法、およびプログラム |
| EP2504811B1 (en) * | 2009-11-25 | 2014-06-18 | Koninklijke Philips N.V. | Enhanced image data/dose reduction |
| JP6993644B2 (ja) | 2017-11-10 | 2022-01-13 | アジア航測株式会社 | 赤色立体地図画像を用いた点群種類推定装置及び赤色立体地図画像を用いた点群種類推定プログラム |
| JP7246903B2 (ja) * | 2017-12-20 | 2023-03-28 | キヤノンメディカルシステムズ株式会社 | 医用信号処理装置 |
| WO2020031984A1 (ja) * | 2018-08-08 | 2020-02-13 | Blue Tag株式会社 | 部品の検査方法及び検査システム |
-
2021
- 2021-04-14 KR KR1020227037164A patent/KR20230003484A/ko active Pending
- 2021-04-14 US US17/918,178 patent/US20230125182A1/en active Granted
- 2021-04-14 EP EP21788114.3A patent/EP4123296A4/en active Pending
- 2021-04-14 WO PCT/JP2021/015488 patent/WO2021210617A1/ja not_active Ceased
- 2021-04-14 CN CN202180028353.0A patent/CN115427794A/zh active Pending
- 2021-04-14 JP JP2022515418A patent/JP7546047B2/ja active Active
Patent Citations (11)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20130051527A1 (en) * | 2011-07-07 | 2013-02-28 | Takuya Sakaguchi | Image processing apparatus and method, and x-ray diagnostic apparatus |
| 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 |
| US20150371414A1 (en) * | 2014-06-20 | 2015-12-24 | Korea Advanced Institute Of Science And Technology | X-ray imaging apparatus and control method for the same |
| US20190325621A1 (en) * | 2016-06-24 | 2019-10-24 | Rensselaer Polytechnic Institute | Tomographic image reconstruction via machine learning |
| US20180349759A1 (en) * | 2017-06-01 | 2018-12-06 | Kabushiki Kaisha Toshiba | Image processing system and medical information processing system |
| US20190102621A1 (en) * | 2017-10-02 | 2019-04-04 | Siemens Healthcare Gmbh | Method and system for the classification of materials by means of machine learning |
| CN109805950A (zh) * | 2017-10-06 | 2019-05-28 | 佳能医疗系统株式会社 | 医用图像处理装置以及医用图像处理系统 |
| US20190108441A1 (en) * | 2017-10-11 | 2019-04-11 | General Electric Company | Image generation using machine learning |
| CN111263882A (zh) * | 2017-10-24 | 2020-06-09 | 世高株式会社 | 电磁波检测组件、电磁波检测组件阵列和无损检查设备 |
| CN107871332A (zh) * | 2017-11-09 | 2018-04-03 | 南京邮电大学 | 一种基于残差学习的ct稀疏重建伪影校正方法及系统 |
| CN109697476A (zh) * | 2019-02-01 | 2019-04-30 | 重庆大学 | 一种基于深度学习的x射线光子计数探测器一致性校准方法 |
Non-Patent Citations (1)
| Title |
|---|
| 加藤秀起等: "从钼靶X光管发射的X射线光谱的估计计算公式", 日本放射线技术学会杂志, 31 March 2011 (2011-03-31), pages 193 - 201 * |
Also Published As
| Publication number | Publication date |
|---|---|
| JPWO2021210617A1 (https=) | 2021-10-21 |
| EP4123296A1 (en) | 2023-01-25 |
| WO2021210617A1 (ja) | 2021-10-21 |
| JP7546047B2 (ja) | 2024-09-05 |
| EP4123296A4 (en) | 2024-04-10 |
| US20230125182A1 (en) | 2023-04-27 |
| KR20230003484A (ko) | 2023-01-06 |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| CN115427794A (zh) | 放射线图像处理方法、学习完毕模型、放射线图像处理模块、放射线图像处理程序、放射线图像处理系统及机器学习方法 | |
| CN115398215B (zh) | 放射线图像处理方法、学习完毕模型、放射线图像处理模块、放射线图像处理程序及放射线图像处理系统 | |
| KR20220149677A (ko) | 광자-카운팅 x-선 검출기들을 위한 스펙트럼 파일업 보정 | |
| JP7712967B2 (ja) | 放射線画像処理方法、機械学習方法、学習済みモデル、機械学習の前処理方法、放射線画像処理モジュール、放射線画像処理プログラム、及び放射線画像処理システム | |
| CN115427795B (zh) | 放射线图像取得装置、放射线图像取得系统及放射线图像取得方法 | |
| EP4357818A1 (en) | Radiographic image acquiring device, radiographic image acquiring system, and radiographic image acquisition method | |
| KR20250137636A (ko) | 화상 처리 방법, 훈련 방법, 훈련 완료 모델, 방사선 화상 처리 모듈, 방사선 화상 처리 프로그램, 및 방사선 화상 처리 시스템 | |
| TWI885189B (zh) | 放射線圖像處理方法、學習完成模型、放射線圖像處理模組、放射線圖像處理程式、放射線圖像處理系統及機器學習方法 | |
| TW202307785A (zh) | 放射線圖像處理方法、學習完成模型、放射線圖像處理模組、放射線圖像處理程式及放射線圖像處理系統 | |
| KR20250166207A (ko) | 화상 처리 방법, 화상 처리 장치, 및 화상 처리 프로그램 |
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 |