grant
Machine learning and artificial intelligence research for clinical medical image processing
Organization NATIONAL LIBRARY OF MEDICINELocation UNITED STATES
NIHUS FederalResearch GrantFY2025AI AugmentedAI algorithmAI assistedAI drivenAI enhancedAI integratedAI language modelsAI poweredAI systemAddressAlgorithmsAnatomic SitesAnatomic structuresAnatomyArchitectureAreaArtificial IntelligenceArtificial Intelligence enhancedAugmented by AIAugmented by the AIAugmented with AIAugmented with the AIBacterial PneumoniaBenchmarkingBest Practice AnalysisBiopsyBronchopneumoniaBuccal CavityBuccal Cavity Head and NeckCXRCancersCavitas OrisCharacteristicsChildhoodClassificationClinicalClinical DataComputer ReasoningConventional X-RayDarknessDataData SetData SourcesDecision MakingDetectionDiagnosisDiagnosticDiffusionDiseaseDisorderEffectivenessEngineering / ArchitectureEpidemiologic ResearchEpidemiologic StudiesEpidemiological StudiesEpidemiology ResearchEvaluationFoundationsGeneral RadiologyGoalsGrainHallucinationsHeartHistopathologyHumanImageImage EnhancementImaging DeviceImaging InstrumentImaging ToolImpairmentKaposi SarcomaKaposi's SarcomaLearningLesionLocationLow-resource areaLow-resource communityLow-resource environmentLow-resource regionLow-resource settingLungLung Respiratory SystemMachine IntelligenceMachine LearningMalignantMalignant - descriptorMalignant NeoplasmsMalignant Oral Cavity NeoplasmMalignant Oral Cavity TumorMalignant Oral NeoplasmMalignant TumorMapsMeasuresMedicalMedical ImagingMetadataMethodsMinorityModalityModelingModern ManMouthMouth CancerMultiple Hemorrhagic SarcomaOral CancerOral cavityOrganPatternPerformancePneumoniaPopulationPopulation HeterogeneityPredicting RiskPropertyPublic HealthPublicationsRadiologyRadiology SpecialtyReportingResearchResource-constrained areaResource-constrained communityResource-constrained environmentResource-constrained regionResource-constrained settingResource-limited areaResource-limited communityResource-limited environmentResource-limited regionResource-limited settingResource-poor areaResource-poor communityResource-poor environmentResource-poor regionResource-poor settingRiskRoleScientific PublicationSkinStudy modelsSystematicsTechniquesTechnologyTestingTextTherapeuticThoracic RadiographyTrainingTransformer language modelTranslationsUncertaintyVariantVariationViralViral PneumoniaWorkX-Ray ImagingX-Ray Medical ImagingXray imagingXray medical imagingartificial intelligence algorithmartificial intelligence assistedartificial intelligence augmentedartificial intelligence drivenartificial intelligence integratedartificial intelligence language modelsartificial intelligence poweredassess effectivenessbacteria pneumoniabenchmarkbiomedical imagingchest X raychest Xraychest radiographyclinical decision-makingclinical diagnosticsclinical practiceco-morbidco-morbiditycomorbiditycompare to controlcomparison controlcomputer-aided diagnosticcomputer-assisted diagnosticsconventional Xraycutaneous lesionsdata qualitydata to traindataset to trainde-noisingdeep learningdeep learning algorithmdeep learning based modeldeep learning methoddeep learning modeldeep learning strategydenoisingdermal lesiondesigndesigningdetermine effectivenessdiagnostic tooldiffuseddiffusesdiffusingdiffusionsdisease riskdisorder riskdiverse populationsdoubteffectiveness assessmenteffectiveness evaluationenhanced with AIenhanced with Artificial Intelligenceepidemiologic investigationepidemiology studyevaluate effectivenessexamine effectivenessforecasting riskgenerative AIgenerative artificial intelligenceglobal healthhealth applicationheterogeneous populationimage guidanceimage guidedimage processingimagingimprovedindexinginnovateinnovationinnovativeinterestlarge language modellarge scale language modellung radiographymachine based learningmachine learned algorithmmachine learning algorithmmachine learning based algorithmmachine learning based methodmachine learning based prediction modelmachine learning based predictive modelmachine learning methodmachine learning methodologiesmachine learning predictionmachine learning prediction modelmalignancymalignant mouth neoplasmmalignant mouth tumormassive scale language modelsmedical diagnosticmeta datamodel developmentmodel developmentsmortalitymulti-modal datamulti-modal datasetsmulti-modalitymultimodal datamultimodal datasetsmultimodalityneoplasm/cancernew approachesnovelnovel approachesnovel strategiesnovel strategyoral cavity cancerpathogenpediatricpopulation diversityportabilitypre-trained modelprecancerprecancerouspredict riskpredict riskspredicted riskpredicted riskspredicting riskspredictive riskpredicts riskpremalignantprogramsradiographic chest imageradiographic lung imagerisk predictionrisk predictionsskin lesionsocial rolesynthetic datatask analysisthoracic radiogramthorax radiographytooltraining datatransfer learningtranslation
Description preview
ML/AI driven automated computer-aided diagnostic (CADx) tools are designed to detect, localize, classify and grade disease in medical images to augment human-expert decision-making, add efficiencies, and improve overall performance. However, reliability of the predictions depends significantly on several training data characteristics which include…
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