JP7170145B2 - 情報処理装置、プログラム、学習済みモデル、診断支援装置、学習装置及び予測モデルの生成方法 - Google Patents

情報処理装置、プログラム、学習済みモデル、診断支援装置、学習装置及び予測モデルの生成方法 Download PDF

Info

Publication number
JP7170145B2
JP7170145B2 JP2021536958A JP2021536958A JP7170145B2 JP 7170145 B2 JP7170145 B2 JP 7170145B2 JP 2021536958 A JP2021536958 A JP 2021536958A JP 2021536958 A JP2021536958 A JP 2021536958A JP 7170145 B2 JP7170145 B2 JP 7170145B2
Authority
JP
Japan
Prior art keywords
image data
feature amount
learning
time
information
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.)
Active
Application number
JP2021536958A
Other languages
English (en)
Japanese (ja)
Other versions
JPWO2021020198A1 (https=
JPWO2021020198A5 (https=
Inventor
翼 後藤
彩華 王
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.)
Fujifilm Corp
Original Assignee
Fujifilm Corp
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 Fujifilm Corp filed Critical Fujifilm Corp
Publication of JPWO2021020198A1 publication Critical patent/JPWO2021020198A1/ja
Publication of JPWO2021020198A5 publication Critical patent/JPWO2021020198A5/ja
Application granted granted Critical
Publication of JP7170145B2 publication Critical patent/JP7170145B2/ja
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Images

Classifications

    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B10/00Instruments for taking body samples for diagnostic purposes; Other methods or instruments for diagnosis, e.g. for vaccination diagnosis, sex determination or ovulation-period determination; Throat striking implements
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/05Detecting, measuring or recording for diagnosis by means of electric currents or magnetic fields; Measuring using microwaves or radio waves
    • A61B5/055Detecting, measuring or recording for diagnosis by means of electric currents or magnetic fields; Measuring using microwaves or radio waves involving electronic [EMR] or nuclear [NMR] magnetic resonance, e.g. magnetic resonance imaging
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B6/00Apparatus or devices for radiation diagnosis; Apparatus or devices for radiation diagnosis combined with radiation therapy equipment
    • A61B6/02Arrangements for diagnosis sequentially in different planes; Stereoscopic radiation diagnosis
    • A61B6/03Computed tomography [CT]
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/21Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • G06F18/214Generating training patterns; Bootstrap methods, e.g. bagging or boosting
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/25Fusion techniques
    • G06F18/253Fusion techniques of extracted features
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/04Forecasting or optimisation specially adapted for administrative or management purposes, e.g. linear programming or "cutting stock problem"
    • GPHYSICS
    • 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
    • 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
    • G06V10/77Processing image or video features in feature spaces; using data integration or data reduction, e.g. principal component analysis [PCA] or independent component analysis [ICA] or self-organising maps [SOM]; Blind source separation
    • G06V10/80Fusion, i.e. combining data from various sources at the sensor level, preprocessing level, feature extraction level or classification level
    • G06V10/806Fusion, i.e. combining data from various sources at the sensor level, preprocessing level, feature extraction level or classification level of extracted features
    • 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
    • G06V10/77Processing image or video features in feature spaces; using data integration or data reduction, e.g. principal component analysis [PCA] or independent component analysis [ICA] or self-organising maps [SOM]; Blind source separation
    • G06V10/80Fusion, i.e. combining data from various sources at the sensor level, preprocessing level, feature extraction level or classification level
    • G06V10/809Fusion, i.e. combining data from various sources at the sensor level, preprocessing level, feature extraction level or classification level of classification results, e.g. where the classifiers operate on the same input data
    • G06V10/811Fusion, i.e. combining data from various sources at the sensor level, preprocessing level, feature extraction level or classification level of classification results, e.g. where the classifiers operate on the same input data the classifiers operating on different input data, e.g. multi-modal recognition
    • 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
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H30/00ICT specially adapted for the handling or processing of medical images
    • G16H30/40ICT specially adapted for the handling or processing of medical images for processing medical images, e.g. editing
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/20ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/30ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for calculating health indices; for individual health risk assessment
    • GPHYSICS
    • 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
    • G06T2207/10081Computed x-ray tomography [CT]
    • GPHYSICS
    • 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]
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/20Special algorithmic details
    • G06T2207/20081Training; Learning
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/20Special algorithmic details
    • G06T2207/20084Artificial neural networks [ANN]
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/20Special algorithmic details
    • G06T2207/20212Image combination
    • G06T2207/20221Image fusion; Image merging
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • 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
    • 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
    • G06T2207/30096Tumor; Lesion
    • 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

Landscapes

  • Engineering & Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • Medical Informatics (AREA)
  • General Health & Medical Sciences (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Public Health (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Biomedical Technology (AREA)
  • Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
  • General Physics & Mathematics (AREA)
  • Evolutionary Computation (AREA)
  • Databases & Information Systems (AREA)
  • Radiology & Medical Imaging (AREA)
  • Pathology (AREA)
  • Data Mining & Analysis (AREA)
  • Artificial Intelligence (AREA)
  • Epidemiology (AREA)
  • Primary Health Care (AREA)
  • Computing Systems (AREA)
  • Software Systems (AREA)
  • Multimedia (AREA)
  • Animal Behavior & Ethology (AREA)
  • Veterinary Medicine (AREA)
  • Surgery (AREA)
  • Molecular Biology (AREA)
  • Heart & Thoracic Surgery (AREA)
  • Quality & Reliability (AREA)
  • High Energy & Nuclear Physics (AREA)
  • Biophysics (AREA)
  • Business, Economics & Management (AREA)
  • Evolutionary Biology (AREA)
  • Human Resources & Organizations (AREA)
  • General Engineering & Computer Science (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Economics (AREA)
  • Strategic Management (AREA)
  • Entrepreneurship & Innovation (AREA)
JP2021536958A 2019-07-26 2020-07-20 情報処理装置、プログラム、学習済みモデル、診断支援装置、学習装置及び予測モデルの生成方法 Active JP7170145B2 (ja)

Applications Claiming Priority (5)

Application Number Priority Date Filing Date Title
JP2019137875 2019-07-26
JP2019137875 2019-07-26
JP2020036935 2020-03-04
JP2020036935 2020-03-04
PCT/JP2020/028074 WO2021020198A1 (ja) 2019-07-26 2020-07-20 情報処理装置、プログラム、学習済みモデル、診断支援装置、学習装置及び予測モデルの生成方法

Publications (3)

Publication Number Publication Date
JPWO2021020198A1 JPWO2021020198A1 (https=) 2021-02-04
JPWO2021020198A5 JPWO2021020198A5 (https=) 2022-04-15
JP7170145B2 true JP7170145B2 (ja) 2022-11-11

Family

ID=74229630

Family Applications (1)

Application Number Title Priority Date Filing Date
JP2021536958A Active JP7170145B2 (ja) 2019-07-26 2020-07-20 情報処理装置、プログラム、学習済みモデル、診断支援装置、学習装置及び予測モデルの生成方法

Country Status (5)

Country Link
US (1) US12169932B2 (https=)
EP (1) EP4005498B1 (https=)
JP (1) JP7170145B2 (https=)
CN (1) CN114080646A (https=)
WO (1) WO2021020198A1 (https=)

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2024242346A1 (ko) * 2023-05-25 2024-11-28 (주)그래디언트 바이오컨버전스 유전자 정보 데이터와 뇌 이미지 데이터를 이용한 치매 진단 방법 및 시스템

Families Citing this family (19)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
TWI775161B (zh) * 2020-09-28 2022-08-21 臺北醫學大學 腫瘤復發預測裝置與方法
JPWO2022209290A1 (https=) * 2021-03-30 2022-10-06
US20240127948A1 (en) * 2021-04-22 2024-04-18 Sony Group Corporation Patient monitoring system
CN113411236B (zh) * 2021-06-23 2022-06-14 中移(杭州)信息技术有限公司 质差路由器检测方法、装置、设备及存储介质
JPWO2023276977A1 (https=) * 2021-06-28 2023-01-05
WO2023276563A1 (ja) * 2021-06-29 2023-01-05 大日本印刷株式会社 診断支援装置、コンピュータプログラム及び診断支援方法
KR20230018929A (ko) * 2021-07-30 2023-02-07 주식회사 루닛 환자에 대한 해석가능한 예측 결과를 생성하는 방법 및 시스템
WO2023105976A1 (ja) * 2021-12-08 2023-06-15 富士フイルム株式会社 臨床試験支援装置、臨床試験支援装置の作動方法、および臨床試験支援装置の作動プログラム
CN114398983B (zh) * 2022-01-14 2024-11-05 腾讯科技(深圳)有限公司 分类预测方法、装置、设备、存储介质及计算机程序产品
JP7779167B2 (ja) * 2022-02-14 2025-12-03 コニカミノルタ株式会社 プログラム、動態解析システム及び動態解析装置
CN115240854B (zh) * 2022-07-29 2023-10-03 中国医学科学院北京协和医院 一种胰腺炎预后数据的处理方法及其系统
CN115187151B (zh) * 2022-09-13 2022-12-09 北京锘崴信息科技有限公司 基于联邦学习的排放可信分析方法及金融信息评价方法
KR20250073634A (ko) * 2022-09-20 2025-05-27 각코우호우진 쥰텐도 신경변성 질환의 리스크 판정 방법 및 판정 장치
CN115578347A (zh) * 2022-10-12 2023-01-06 河北医科大学第二医院 基于深度学习对lhi脑水肿的定量分析方法、系统及设备
CN115590481B (zh) * 2022-12-15 2023-04-11 北京鹰瞳科技发展股份有限公司 一种用于预测认知障碍的装置和计算机可读存储介质
WO2024209468A1 (en) * 2023-04-03 2024-10-10 Mor Research Applications Ltd. Predicting onset and progression of neurodegenerative diseases using blood test data and machine learning models
JP7554439B1 (ja) 2023-05-30 2024-09-20 メディカルリサーチ株式会社 情報処理方法、コンピュータプログラム及び情報処理装置
WO2025177780A1 (ja) * 2024-02-22 2025-08-28 国立大学法人大阪大学 認知機能予測システム
CN120833343B (zh) * 2025-09-19 2025-12-30 季华实验室 液体体积预测方法、电子设备及计算机可读存储介质

Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2008157640A (ja) 2006-12-20 2008-07-10 Fujifilm Ri Pharma Co Ltd 脳画像データに関する時系列データの解析方法、プログラムおよび記録媒体
JP2011521220A (ja) 2008-05-15 2011-07-21 ユニヴェルシテ ピエール エ マリー キュリー(パリ シス) アルツハイマー病の予測を支援する方法及び自動化システム、並びに、前記システムをトレーニングする方法
JP2015166962A (ja) 2014-03-04 2015-09-24 日本電気株式会社 情報処理装置、学習方法、及び、プログラム

Family Cites Families (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPS5773478A (en) 1980-10-24 1982-05-08 Toshiba Corp Character recognition device
CN108604310B (zh) * 2015-12-31 2022-07-26 威拓股份有限公司 用于使用神经网络架构来控制分配系统的方法、控制器和系统
JP6355800B1 (ja) 2017-06-28 2018-07-11 ヤフー株式会社 学習装置、生成装置、学習方法、生成方法、学習プログラム、および生成プログラム
CA3078313A1 (en) * 2017-10-31 2019-05-09 Ge Healthcare Limited Medical system for diagnosing cognitive disease pathology and/or outcome
WO2020255137A1 (en) * 2019-06-19 2020-12-24 Yissum Research Development Company Of The Hebrew University Of Jerusalem Ltd. Machine learning-based anomaly detection
EP4088883A1 (en) * 2021-05-11 2022-11-16 Siemens Industry Software Ltd. Method and system for predicting a collision free posture of a kinematic system

Patent Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2008157640A (ja) 2006-12-20 2008-07-10 Fujifilm Ri Pharma Co Ltd 脳画像データに関する時系列データの解析方法、プログラムおよび記録媒体
JP2011521220A (ja) 2008-05-15 2011-07-21 ユニヴェルシテ ピエール エ マリー キュリー(パリ シス) アルツハイマー病の予測を支援する方法及び自動化システム、並びに、前記システムをトレーニングする方法
JP2015166962A (ja) 2014-03-04 2015-09-24 日本電気株式会社 情報処理装置、学習方法、及び、プログラム

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
SPASOV, Siemon E. et al.,A Multi-modal Convolutional Neural Network Framework for the Prediction of Alzheimer's Disease,2018 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society,2018年07月18日,pp.1271-1274
SPASOV, Simeon et al.,A parameter-efficient deep learning approach to predict conversion from mild cognitive impairment to,NeuroImage,2019年04月01日,Vol.189,pp.276-287

Cited By (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2024242346A1 (ko) * 2023-05-25 2024-11-28 (주)그래디언트 바이오컨버전스 유전자 정보 데이터와 뇌 이미지 데이터를 이용한 치매 진단 방법 및 시스템
KR20240169876A (ko) * 2023-05-25 2024-12-03 (주)그래디언트 바이오컨버전스 유전자 정보 데이터와 뇌 이미지 데이터를 이용한 치매 진단 방법 및 시스템
KR102775338B1 (ko) * 2023-05-25 2025-03-06 (주)그래디언트 바이오컨버전스 유전자 정보 데이터와 뇌 이미지 데이터를 이용한 치매 진단 방법 및 시스템
JP2025537206A (ja) * 2023-05-25 2025-11-14 グラディアント バイオコンバージェンス インコーポレイテッド 遺伝子情報データおよび脳画像データを利用した認知症診断方法およびシステム

Also Published As

Publication number Publication date
WO2021020198A1 (ja) 2021-02-04
US12169932B2 (en) 2024-12-17
EP4005498A4 (en) 2022-09-21
EP4005498A1 (en) 2022-06-01
US20220122253A1 (en) 2022-04-21
EP4005498B1 (en) 2025-07-23
CN114080646A (zh) 2022-02-22
JPWO2021020198A1 (https=) 2021-02-04

Similar Documents

Publication Publication Date Title
JP7170145B2 (ja) 情報処理装置、プログラム、学習済みモデル、診断支援装置、学習装置及び予測モデルの生成方法
Park et al. Comparison of machine and deep learning for the classification of cervical cancer based on cervicography images
US10984905B2 (en) Artificial intelligence for physiological quantification in medical imaging
CN111247595B (zh) 用于诊断认知疾病病理和/或结果的医疗系统
CN109447183B (zh) 预测模型训练方法、装置、设备以及介质
Gatta et al. Towards a modular decision support system for radiomics: A case study on rectal cancer
CN109727660B (zh) 在医学成像中针对血液动力学量化的不确定性或敏感性的机器学习预测
Kadry et al. Res-Unet based blood vessel segmentation and cardio vascular disease prediction using chronological chef-based optimization algorithm based deep residual network from retinal fundus images
JP7457292B2 (ja) 脳画像解析装置、制御方法、及びプログラム
JPWO2020158717A1 (ja) 学習済みモデル、学習方法、及びプログラム、並びに医用情報取得装置、方法、及びプログラム
Pekař et al. Sarcopenia and adipose tissue evaluation by artificial intelligence predicts the overall survival after TAVI
Amitay et al. Deep convolution neural network for screening carotid calcification in dental panoramic radiographs
Kerber et al. Deep learning-based age estimation from clinical Computed Tomography image data of the thorax and abdomen in the adult population
Garcia-Rios et al. Predictive machine learning applying cross industry standard process for data mining for the diagnosis of diabetes mellitus type 2
Jeong et al. Development of an artificial intelligence-based application for the diagnosis of sarcopenia: A retrospective cohort study using the health examination dataset
Abinaya et al. Accurate liver fibrosis detection through hybrid MRMR-BiLSTM-CNN architecture with histogram equalization and optimization
Soydan et al. An AI based classifier model for lateral pillar classification of Legg–Calve–Perthes
CN119339873B (zh) 一种神经系统影像分析方法和装置
US20230238096A1 (en) Method and system for providing a medical report
Sami et al. Exploring imaging biomarkers for early detection of Alzheimer’s disease using deep learning: A comprehensive analysis
Weigel et al. Normative connectome-based analysis of sensorimotor deficits in acute subcortical stroke
Kumar et al. A Platform for Automatic Extraction of Imaging Biomarkers in CT Scans from Ischemic and Hemorrhagic Stroke Patients
Zhang et al. A Deep Learning Body Compositions Assessment Application with L3 CT Images: Multiple Validations
Xia et al. Integrating Transfer Learning and Attention Mechanisms for Accurate ALS Diagnosis and Cognitive Impairment Detection
US20260045364A1 (en) Method for predicting risk of brain disease and method for training risk analysis model for brain disease

Legal Events

Date Code Title Description
A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20220203

A621 Written request for application examination

Free format text: JAPANESE INTERMEDIATE CODE: A621

Effective date: 20220203

TRDD Decision of grant or rejection written
A01 Written decision to grant a patent or to grant a registration (utility model)

Free format text: JAPANESE INTERMEDIATE CODE: A01

Effective date: 20221005

A61 First payment of annual fees (during grant procedure)

Free format text: JAPANESE INTERMEDIATE CODE: A61

Effective date: 20221031

R150 Certificate of patent or registration of utility model

Ref document number: 7170145

Country of ref document: JP

Free format text: JAPANESE INTERMEDIATE CODE: R150

R250 Receipt of annual fees

Free format text: JAPANESE INTERMEDIATE CODE: R250