Gadgetron Global Network and Artificial Intelligence Powered Cardiac Imaging
Gadgetron Global Network and Artificial Intelligence Powered Cardiac Imaging
批准号:
10265881
负责人:
Hui Xue
金额:
$0.36万
依托单位国家:
美国
项目类别:
财政年份:
--
资助国家:
美国
项目状态:
未结题
起止时间:
至
关键词:
Artificial IntelligenceBiological MarkersBreathingCardiacClinicalClinical DataClinical ResearchClinical TrialsCloud ComputingCollaborationsComputer softwareDataData AnalysesData ReportingData SetDevelopmentDiagnosisDigital Imaging and Communications in MedicineDisease modelEFRACEnsureEthicsFeedbackFree WillFutureGoalsHospitalsImageImage AnalysisIndividualInfrastructureInternationalLabelLeadLife Cycle StagesLinkMagnetic Resonance ImagingManualsMeasurementMedicalMethodsModelingMyocardialMyocardial InfarctionPatientsPerformancePerfusionProceduresProcessPublicationsReadingRecording of previous eventsReportingResearchServicesSoftware ToolsSourceSpeedSuggestionSymptomsSystemTestingTimeTrainingWorkaccurate diagnosisbaseclinical imagingclinical practicecohortdata acquisitiondata curationdisease classificationheart functionheart imagingimaging biomarkerimprovedlarge datasetsnovelreconstructionresearch and developmentsoftware developmenttool
中文摘要
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英文摘要
Past year saw new development in AI applications and data curation. Following applications had been developed and deployed to clinical scanners:
. Cardiac perfusion mapping with AI based segmentation and reporting
. Cardiac cine imaging with AI based contouring, for retro-gated and free-breathing imaging
. AI based landmarking
. AI based measurement and reporting of global longitudinal shortening (GLS)
More applications are under development:
. AI based segmentation and reporting of myocardial T1 and T2
. Cardiac function quantification and reporting from cine imaging using AI
Besides developing more AI applications, future work should focus more on AI strategy, infrastructure and evidences for clinical value:
. AI strategy: how to develop a system to keep producing AI applications? How to ensure the developed applications have clinical value, besides making publications? How to ensure the involvement of clinical collaborators to guide AI development?
. Infrastructure: to support curation of significant amount of data with different sources/types/formats, to support curation of labelled data, to support iterative training/testing/deployment, to ensure ethical compliance and enable international collaboration
. Evidences: methods and tools to collect proof that AI applications actually generate values as a part of clinical workflow, e.g. better imaging efficiency (e.g. imaging more patients per day) and better or novel diagnosis. We want to show AI is more than just fancy research.
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会议论文
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批准号:8061186
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项目类别:
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资助金额:$5.58万
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财政年份:2011
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负责人:Hui Xue
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依托单位:
Gadgetron Global Network and Intelligence Computing: Clinical Imaging Application Development and Software Infrastructure
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批准号:10495098
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项目类别:
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资助金额:$48.53万
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财政年份:--
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负责人:Hui Xue
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依托单位:
Gadgetron Global Network and Artificial Intelligence Powered Cardiac Imaging
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批准号:10023854
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项目类别:
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资助金额:$3.46万
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财政年份:--
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负责人:Hui Xue
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依托单位:
Gadgetron Global Network and Intelligence Computing: Clinical Imaging Application Development and Software Infrastructure
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批准号:10699734
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项目类别:
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资助金额:$39.54万
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财政年份:--
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负责人:Hui Xue
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依托单位:
Gadgetron Global Network and Intelligence Computing: Clinical Imaging Application Development and Software Infrastructure
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批准号:10265879
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项目类别:
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资助金额:$76.71万
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财政年份:--
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负责人:Hui Xue
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依托单位:
Gadgetron Global Network and Intelligence Computing: Clinical Imaging Application Development and Software Infrastructure
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批准号:9984110
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项目类别:
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资助金额:$5.7万
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财政年份:--
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负责人:Hui Xue
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依托单位:
Gadgetron Global Network and Intelligence Computing: Clinical Imaging Application Development and Software Infrastructure
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批准号:10930551
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项目类别:
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资助金额:$125.26万
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财政年份:--
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负责人:Hui Xue
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依托单位:
海外基金