JP7489645B2 - コンピュータプログラム、情報処理装置、情報処理方法、学習済みモデル生成方法及び相関画像出力装置 - Google Patents

コンピュータプログラム、情報処理装置、情報処理方法、学習済みモデル生成方法及び相関画像出力装置 Download PDF

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JP7489645B2
JP7489645B2 JP2022542567A JP2022542567A JP7489645B2 JP 7489645 B2 JP7489645 B2 JP 7489645B2 JP 2022542567 A JP2022542567 A JP 2022542567A JP 2022542567 A JP2022542567 A JP 2022542567A JP 7489645 B2 JP7489645 B2 JP 7489645B2
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image
correlation
mri
magnetic susceptibility
amyloid beta
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フェリックス ユリアン ブランデンブルグ
晃裕 奥野
裕紀 青山
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Splink Inc
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    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/0002Inspection of images, e.g. flaw detection
    • G06T7/0012Biomedical image inspection
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    • A61B5/7267Classification of physiological signals or data, e.g. using neural networks, statistical classifiers, expert systems or fuzzy systems involving training the classification device
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/20Image preprocessing
    • G06V10/25Determination of region of interest [ROI] or a volume of interest [VOI]
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/70Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/82Arrangements for image or video recognition or understanding using pattern recognition or machine learning using neural networks
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    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B2576/00Medical imaging apparatus involving image processing or analysis
    • A61B2576/02Medical imaging apparatus involving image processing or analysis specially adapted for a particular organ or body part
    • A61B2576/026Medical imaging apparatus involving image processing or analysis specially adapted for a particular organ or body part for the brain
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    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/10Image acquisition modality
    • G06T2207/10072Tomographic images
    • G06T2207/10088Magnetic resonance imaging [MRI]
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    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/30Subject of image; Context of image processing
    • G06T2207/30004Biomedical image processing
    • G06T2207/30016Brain
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V2201/00Indexing scheme relating to image or video recognition or understanding
    • G06V2201/03Recognition of patterns in medical or anatomical images

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JP2022542567A 2020-08-14 2020-08-14 コンピュータプログラム、情報処理装置、情報処理方法、学習済みモデル生成方法及び相関画像出力装置 Active JP7489645B2 (ja)

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JPWO2023167157A1 (https=) * 2022-03-01 2023-09-07
CN118691906B (zh) * 2024-07-18 2025-09-26 首都医科大学附属北京友谊医院 认知状态分类方法、装置、设备和存储介质

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CN103826535B (zh) 2011-09-28 2016-07-06 国立大学法人熊本大学 图像分析装置、图像分析方法
WO2014034724A1 (ja) 2012-08-30 2014-03-06 株式会社島津製作所 脳断層動態画像解析装置
US10779762B2 (en) * 2015-10-20 2020-09-22 Washington University MRI method for in vivo detection of amyloid and pathology in the Alzheimer brain
WO2018064715A1 (en) * 2016-10-03 2018-04-12 Crc For Mental Health Ltd Method for predicting or diagnosing cognitive deterioration
WO2018106713A1 (en) * 2016-12-06 2018-06-14 Darmiyan, Inc. Methods and systems for identifying brain disorders
WO2018176082A1 (en) * 2017-03-28 2018-10-04 Crc For Mental Health Ltd Predicting progression of cognitive deterioration

Non-Patent Citations (6)

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Title
Haoyu Lan, et al.,SC-GAN: 3D self-attention conditional GAN with spectral normalization for multi-modal neuroimaging synthesis,bioRxiv,2020年06月11日
J. M. G. van Bergen, et al.,Simultaneous quantitative susceptibility mapping and Flutemetamol-PET suggests local correlation of iron and β- amyloid as an indicator of cognitive performance at high age,Neuroimage.,2018年,174,308-316
Kohsuke Kudo, et al.,IC-P-139,Alzheimer's Association International Conference 2019,2019年,Volume 15, Issue 7S_Part_2,P114
Scott Ayton, et al.,Cerebral quantitative susceptibility mapping predicts amyloid-b-related cognitive decline,BRAIN,2017年,140,2112-2119
Yicheng Chen, et al.,QSMGAN: Improved Quantitative Susceptibility Mapping using 3D Generative Adversarial Networks with Increased Receptive Field,Neuroimage.,2020年02月15日,207,1-26
工藤 與亮,QSM解析で広がる新しい診断の世界,innnavi net,2019年,Vol.37

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US20230230233A1 (en) 2023-07-20

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