JPWO2021260928A5 - - Google Patents

Download PDF

Info

Publication number
JPWO2021260928A5
JPWO2021260928A5 JP2022532213A JP2022532213A JPWO2021260928A5 JP WO2021260928 A5 JPWO2021260928 A5 JP WO2021260928A5 JP 2022532213 A JP2022532213 A JP 2022532213A JP 2022532213 A JP2022532213 A JP 2022532213A JP WO2021260928 A5 JPWO2021260928 A5 JP WO2021260928A5
Authority
JP
Japan
Prior art keywords
image
absorption coefficient
tissue
machine learning
learning model
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.)
Granted
Application number
JP2022532213A
Other languages
English (en)
Japanese (ja)
Other versions
JP7517420B2 (ja
JPWO2021260928A1 (https=
Filing date
Publication date
Application filed filed Critical
Priority claimed from PCT/JP2020/025275 external-priority patent/WO2021260928A1/ja
Publication of JPWO2021260928A1 publication Critical patent/JPWO2021260928A1/ja
Publication of JPWO2021260928A5 publication Critical patent/JPWO2021260928A5/ja
Application granted granted Critical
Publication of JP7517420B2 publication Critical patent/JP7517420B2/ja
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

JP2022532213A 2020-06-26 2020-06-26 吸収係数画像生成方法、核医学診断装置および学習済みモデルの作成方法 Active JP7517420B2 (ja)

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
PCT/JP2020/025275 WO2021260928A1 (ja) 2020-06-26 2020-06-26 吸収係数画像生成方法、核医学診断装置および学習済みモデルの作成方法

Publications (3)

Publication Number Publication Date
JPWO2021260928A1 JPWO2021260928A1 (https=) 2021-12-30
JPWO2021260928A5 true JPWO2021260928A5 (https=) 2023-03-02
JP7517420B2 JP7517420B2 (ja) 2024-07-17

Family

ID=79282200

Family Applications (1)

Application Number Title Priority Date Filing Date
JP2022532213A Active JP7517420B2 (ja) 2020-06-26 2020-06-26 吸収係数画像生成方法、核医学診断装置および学習済みモデルの作成方法

Country Status (4)

Country Link
US (1) US20230281889A1 (https=)
JP (1) JP7517420B2 (https=)
CN (1) CN115702365A (https=)
WO (1) WO2021260928A1 (https=)

Families Citing this family (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP7542478B2 (ja) * 2021-03-30 2024-08-30 富士フイルム株式会社 画像処理装置、学習装置、放射線画像撮影システム、画像処理方法、学習方法、画像処理プログラム、及び学習プログラム
US12141900B2 (en) * 2021-12-06 2024-11-12 GE Precision Healthcare LLC Machine learning generation of low-noise and high structural conspicuity images
JPWO2024150791A1 (https=) * 2023-01-11 2024-07-18
CN117611750B (zh) * 2023-12-05 2024-07-19 北京思博慧医科技有限公司 三维成像模型的构建方法、装置、电子设备和存储介质

Family Cites Families (15)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP5126049B2 (ja) * 2007-12-28 2013-01-23 株式会社島津製作所 核医学診断装置、形態断層撮影診断装置、核医学用データ演算処理方法および形態断層画像演算処理方法
JP4997575B2 (ja) * 2008-06-25 2012-08-08 学校法人藤田学園 減弱係数マップ作成装置、減弱係数マップ作成方法およびプログラム
JP2013185855A (ja) * 2012-03-06 2013-09-19 Shimadzu Corp Pet用乳房パッドおよびそれを用いたマンモ用pet装置
US9342903B2 (en) * 2012-03-28 2016-05-17 National Institute Of Radiological Services Method for generating image for PET attenuation correction from MR image and computer program
JP6188400B2 (ja) * 2013-04-26 2017-08-30 オリンパス株式会社 画像処理装置、プログラム及び画像処理方法
US9965863B2 (en) * 2016-08-26 2018-05-08 Elekta, Inc. System and methods for image segmentation using convolutional neural network
US20180197317A1 (en) * 2017-01-06 2018-07-12 General Electric Company Deep learning based acceleration for iterative tomographic reconstruction
JP2019032211A (ja) * 2017-08-07 2019-02-28 株式会社島津製作所 核医学診断装置
US11302003B2 (en) * 2017-10-26 2022-04-12 Wisconsin Alumni Research Foundation Deep learning based data-driven approach for attenuation correction of pet data
KR102210474B1 (ko) * 2018-02-23 2021-02-01 서울대학교산학협력단 양전자방출 단층촬영 시스템 및 그것을 이용한 영상 재구성 방법
WO2019172181A1 (ja) * 2018-03-09 2019-09-12 日本メジフィジックス株式会社 診断支援装置、プログラム、学習済みモデル、および学習装置
EP3564906A1 (de) * 2018-05-04 2019-11-06 Siemens Healthcare GmbH Verfahren zur erzeugung von bilddaten bei einem computertomographiegerät, bilderzeugungsrechner, computertomographiegerät, computerprogrammprodukt und computerlesbarer datenträger
US11234666B2 (en) * 2018-05-31 2022-02-01 Canon Medical Systems Corporation Apparatus and method for medical image reconstruction using deep learning to improve image quality in position emission tomography (PET)
GB2589250B (en) * 2018-06-15 2023-03-08 Canon Kk Medical image processing apparatus, medical image processing method and program
CN111105472B (zh) * 2019-11-26 2024-03-22 上海联影智能医疗科技有限公司 Pet图像的衰减校正方法、装置、计算机设备和存储介质

Similar Documents

Publication Publication Date Title
KR102070714B1 (ko) 오브젝트 위치 결정 장치, 오브젝트 위치 결정 방법, 오브젝트 위치 결정 프로그램, 및 방사선 치료 시스템
Kida et al. Cone beam computed tomography image quality improvement using a deep convolutional neural network
Puvanasunthararajah et al. The application of metal artifact reduction methods on computed tomography scans for radiotherapy applications: A literature review
US20210056688A1 (en) Using deep learning to reduce metal artifacts
EP3869446B1 (en) Apparatus and method for deep learning-based ct image noise reduction
Lei et al. Learning‐based CBCT correction using alternating random forest based on auto‐context model
Shafai-Erfani et al. Dose evaluation of MRI-based synthetic CT generated using a machine learning method for prostate cancer radiotherapy
JPWO2021260928A5 (https=)
RU2524302C2 (ru) Расширение на основе модели поля обзора при радионуклидной визуализации
EP3689241B1 (en) X-ray image processing method and x-ray image processing apparatus
Xie et al. Scatter artifacts removal using learning-based method for CBCT in IGRT system
CN109961419B (zh) 对pet活度分布图像进行衰减校正的校正信息获取方法
CN111915696A (zh) 三维图像数据辅助的低剂量扫描数据重建方法及电子介质
US20090161939A1 (en) System and method for extracting features of interest from an image
BR112020021508A2 (pt) Correção automatizada de representações de voxel afetadas por metal dos dados de raios x usando técnicas de aprendizado profundo
CN109381205B (zh) 用于执行数字减影血管造影的方法、混合成像装置
US20160093100A1 (en) Apparatus and Method for Generating Printing Data for Patient-Specific Applicator, and System for Manufacturing Patient-Specific Applicator
CN115209808B (zh) 学习完毕模型的制作方法、图像生成方法以及图像处理装置
CN110636796A (zh) X射线暗场成像中的射束硬化校正
KR102283934B1 (ko) Pet 영상에 기반한 가상 ct 영상 및 감쇠보정 pet 영상 생성 방법 및 시스템
Wang et al. Learning-based stopping power mapping on dual-energy CT for proton radiation therapy
Park et al. Unpaired-paired learning for shading correction in cone-beam computed tomography
CN112862722B (zh) 一种双能x射线减影方法和装置
JP4997575B2 (ja) 減弱係数マップ作成装置、減弱係数マップ作成方法およびプログラム
US12599351B2 (en) Imaging having scatter correction by interpolation