CN116210028A - 用于滑动窗口相位检索的深度学习 - Google Patents

用于滑动窗口相位检索的深度学习 Download PDF

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Publication number
CN116210028A
CN116210028A CN202180060676.8A CN202180060676A CN116210028A CN 116210028 A CN116210028 A CN 116210028A CN 202180060676 A CN202180060676 A CN 202180060676A CN 116210028 A CN116210028 A CN 116210028A
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China
Prior art keywords
projection
image
images
phase
imaging
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Pending
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CN202180060676.8A
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English (en)
Chinese (zh)
Inventor
T·克勒
B·J·布伦德尔
C·维尔克
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Koninklijke Philips NV
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Koninklijke Philips NV
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Publication of CN116210028A publication Critical patent/CN116210028A/zh
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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
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T12/00—Tomographic reconstruction from projections
    • G06T12/20—Inverse problem, i.e. transformations from projection space into object space
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2211/00—Image generation
    • G06T2211/40—Computed tomography
    • G06T2211/441—AI-based methods, deep learning or artificial neural networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2211/00—Image generation
    • G06T2211/40—Computed tomography
    • G06T2211/461—Phase contrast imaging or dark field imaging

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  • 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)
CN202180060676.8A 2020-07-14 2021-07-05 用于滑动窗口相位检索的深度学习 Pending CN116210028A (zh)

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 (1)

Publication Number Publication Date
CN116210028A true CN116210028A (zh) 2023-06-02

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Application Number Title Priority Date Filing Date
CN202180060676.8A Pending CN116210028A (zh) 2020-07-14 2021-07-05 用于滑动窗口相位检索的深度学习

Country Status (5)

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US (1) US20230260172A1 (https=)
EP (2) EP3940647A1 (https=)
JP (1) JP2023533828A (https=)
CN (1) CN116210028A (https=)
WO (1) WO2022012984A1 (https=)

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

Family Cites Families (8)

* 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
EP3314576B1 (en) * 2015-06-26 2019-11-27 Koninklijke Philips N.V. Robust reconstruction for dark-field and phase contrast ct
WO2019056309A1 (en) * 2017-09-22 2019-03-28 Shenzhen United Imaging Healthcare Co., Ltd. METHOD AND SYSTEM FOR GENERATING A PHASE CONTRAST IMAGE
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
US11195310B2 (en) * 2018-08-06 2021-12-07 General Electric Company Iterative image reconstruction framework
EP3629294A1 (en) * 2018-09-27 2020-04-01 Siemens Healthcare GmbH Method of providing a training dataset
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

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US20230260172A1 (en) 2023-08-17
EP3940647A1 (en) 2022-01-19
EP4182891A1 (en) 2023-05-24
WO2022012984A1 (en) 2022-01-20
JP2023533828A (ja) 2023-08-04

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