JP2023533828A - スライディングウィンドウ位相回復のためのディープラーニング - Google Patents

スライディングウィンドウ位相回復のためのディープラーニング Download PDF

Info

Publication number
JP2023533828A
JP2023533828A JP2023502778A JP2023502778A JP2023533828A JP 2023533828 A JP2023533828 A JP 2023533828A JP 2023502778 A JP2023502778 A JP 2023502778A JP 2023502778 A JP2023502778 A JP 2023502778A JP 2023533828 A JP2023533828 A JP 2023533828A
Authority
JP
Japan
Prior art keywords
projection
images
projection images
phase
image
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
Application number
JP2023502778A
Other languages
English (en)
Japanese (ja)
Other versions
JP2023533828A5 (enExample
Inventor
トーマス ケーラー
バーナード ヨハネス ブレンデル
クリスチャン ウエルケル
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 JP2023533828A publication Critical patent/JP2023533828A/ja
Publication of JP2023533828A5 publication Critical patent/JP2023533828A5/ja
Pending legal-status Critical Current

Links

Images

Classifications

    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T12/00Tomographic reconstruction from projections
    • G06T12/10Image preprocessing, e.g. calibration, positioning of sources or scatter correction
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T12/00Tomographic reconstruction from projections
    • G06T12/20Inverse problem, i.e. transformations from projection space into object space
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2211/00Image generation
    • G06T2211/40Computed tomography
    • G06T2211/441AI-based methods, deep learning or artificial neural networks
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2211/00Image generation
    • G06T2211/40Computed tomography
    • G06T2211/461Phase contrast imaging or dark field imaging

Landscapes

  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Apparatus For Radiation Diagnosis (AREA)
  • Algebra (AREA)
  • Mathematical Analysis (AREA)
  • Mathematical Optimization (AREA)
  • Mathematical Physics (AREA)
  • Pure & Applied Mathematics (AREA)
JP2023502778A 2020-07-14 2021-07-05 スライディングウィンドウ位相回復のためのディープラーニング Pending JP2023533828A (ja)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
EP20185827.1A EP3940647A1 (en) 2020-07-14 2020-07-14 Deep learning for sliding window phase retrieval
EP20185827.1 2020-07-14
PCT/EP2021/068450 WO2022012984A1 (en) 2020-07-14 2021-07-05 Deep learning for sliding window phase retrieval

Publications (2)

Publication Number Publication Date
JP2023533828A true JP2023533828A (ja) 2023-08-04
JP2023533828A5 JP2023533828A5 (enExample) 2024-07-12

Family

ID=71620212

Family Applications (1)

Application Number Title Priority Date Filing Date
JP2023502778A Pending JP2023533828A (ja) 2020-07-14 2021-07-05 スライディングウィンドウ位相回復のためのディープラーニング

Country Status (5)

Country Link
US (1) US20230260172A1 (enExample)
EP (2) EP3940647A1 (enExample)
JP (1) JP2023533828A (enExample)
CN (1) CN116210028A (enExample)
WO (1) WO2022012984A1 (enExample)

Families Citing this family (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
EP4020375A1 (en) * 2020-12-23 2022-06-29 Koninklijke Philips N.V. System and methods for augmenting x-ray images for training of deep neural networks
US20250148662A1 (en) * 2023-11-06 2025-05-08 Siemens Medical Solutions Usa, Inc. Methods and apparatus for deep learning based image reconstruction

Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2018524077A (ja) * 2015-06-26 2018-08-30 コーニンクレッカ フィリップス エヌ ヴェKoninklijke Philips N.V. 暗視野および位相コントラストctのための堅牢な再構成
US20190090832A1 (en) * 2017-09-22 2019-03-28 Shanghai United Imaging Healthcare Co., Ltd. Method and system for generating a phase contrast image
JP2020036877A (ja) * 2018-08-06 2020-03-12 ゼネラル・エレクトリック・カンパニイ 反復的画像再構成フレームワーク
EP3629294A1 (en) * 2018-09-27 2020-04-01 Siemens Healthcare GmbH Method of providing a training dataset

Family Cites Families (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2013171657A1 (en) 2012-05-14 2013-11-21 Koninklijke Philips N.V. Dark field computed tomography imaging
KR102094598B1 (ko) * 2018-05-29 2020-03-27 한국과학기술원 뉴럴 네트워크를 이용한 희소 뷰 전산단층 촬영 영상 처리 방법 및 그 장치
US11113851B2 (en) * 2018-07-20 2021-09-07 The Board Of Trustees Of The Leland Stanford Junior University Correction of sharp-edge artifacts in differential phase contrast CT images and its improvement in automatic material identification
CN112581553B (zh) * 2019-09-30 2024-05-28 中国科学院深圳先进技术研究院 一种相衬成像方法、装置、存储介质及医学成像系统

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2018524077A (ja) * 2015-06-26 2018-08-30 コーニンクレッカ フィリップス エヌ ヴェKoninklijke Philips N.V. 暗視野および位相コントラストctのための堅牢な再構成
US20190090832A1 (en) * 2017-09-22 2019-03-28 Shanghai United Imaging Healthcare Co., Ltd. Method and system for generating a phase contrast image
JP2020036877A (ja) * 2018-08-06 2020-03-12 ゼネラル・エレクトリック・カンパニイ 反復的画像再構成フレームワーク
EP3629294A1 (en) * 2018-09-27 2020-04-01 Siemens Healthcare GmbH Method of providing a training dataset

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
CHENGPENG WU ET AL.: "Information Retrieval in X-ray Imaging with Grating Interferometry Using Convolution Neural Network", PROC. OF SPIE, vol. 11072, JPN7025001509, 28 May 2019 (2019-05-28), pages 1107231, ISSN: 0005703036 *

Also Published As

Publication number Publication date
US20230260172A1 (en) 2023-08-17
EP3940647A1 (en) 2022-01-19
EP4182891A1 (en) 2023-05-24
CN116210028A (zh) 2023-06-02
WO2022012984A1 (en) 2022-01-20

Similar Documents

Publication Publication Date Title
CN110807737B (zh) 迭代图像重建框架
JP7598496B2 (ja) ニューラルネットワークの学習方法、プログラム、医用画像処理方法及び医用装置
US11026642B2 (en) Apparatuses and a method for artifact reduction in medical images using a neural network
CN111492406B (zh) 训练机器学习算法的方法、图像处理系统和图像重建方法
JP7715492B2 (ja) X線診断システム、画像処理装置及びプログラム
CN110462689B (zh) 基于深度学习的断层摄影重建
US10628973B2 (en) Hierarchical tomographic reconstruction
JP2016536032A (ja) 電子密度画像の連結再構成
JP2007512034A (ja) 発散ビームスキャナのための画像再構成方法
JP7513487B2 (ja) 情報処理方法、医用画像診断装置及び情報処理システム
US20230252607A1 (en) 3d-cnn processing for ct image noise removal
JP2016152916A (ja) X線コンピュータ断層撮像装置及び医用画像処理装置
Zhang et al. PET image reconstruction using a cascading back-projection neural network
Kolehmainen et al. Parallelized Bayesian inversion for three-dimensional dental X-ray imaging
JP2023533828A (ja) スライディングウィンドウ位相回復のためのディープラーニング
CN101331516B (zh) 用于多次迭代算法的高级收敛
JP2023522850A (ja) コンピュータ断層撮像における動きアーティファクトの抑制
Xu Modeling and development of iterative reconstruction algorithms in emerging X-ray imaging technologies
Moore Adaptive X-ray computed tomography
US20240371054A1 (en) Dark-field and phase-contrast tomography reconstruction algorithm
Rautio Combining Deep Learning and Iterative Reconstruction in Dental Cone-Beam Computed Tomography
Thies Differentiable Procedures for Optimization in Computed Tomography Reconstruction
Schiffers et al. Polychromatic Maximum Likelihood Reconstruction for Talbot-Lau X-ray Tomography
Yang Precise and Automated Tomographic Reconstruction with a Limited Number of Projections

Legal Events

Date Code Title Description
A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20240704

A621 Written request for application examination

Free format text: JAPANESE INTERMEDIATE CODE: A621

Effective date: 20240704

A977 Report on retrieval

Free format text: JAPANESE INTERMEDIATE CODE: A971007

Effective date: 20250325

A131 Notification of reasons for refusal

Free format text: JAPANESE INTERMEDIATE CODE: A131

Effective date: 20250409

A02 Decision of refusal

Free format text: JAPANESE INTERMEDIATE CODE: A02

Effective date: 20251007