grant
TRD3: Intelligent Physics-Driven Technologies for Inverse Problems in UHF Applications
Organization UNIVERSITY OF MINNESOTALocation MINNEAPOLIS, UNITED STATESPosted 1 Feb 2019Deadline 31 Jan 2029
NIHUS FederalResearch GrantFY2026AccelerationAddressAlgorithmsAnatomic SitesAnatomic structuresAnatomyCalibrationCell Communication and SignalingCell NucleusCell SignalingClassificationConvNetCyclicityDataData BasesData SetDatabasesDevelopmentEnsureGoalsGrantH+ elementHydrogen IonsImageImaging technologyIntracellular Communication and SignalingJoint repairJointsLeadLinkMR ImagingMR TomographyMRIMRIsMachine LearningMagnetic Resonance ImagingMapsMedical Imaging, Magnetic Resonance / Nuclear Magnetic ResonanceMethodologyMethodsModalityModelingMotionMultimodal ImagingNMR ImagingNMR TomographyNoiseNuclear Magnetic Resonance ImagingNucleusPb elementPerformancePeriodicityPhasePhysicsPhysiologic pulseProtonsPulseRecoveryResolutionRhythmicityScanningSeriesSideSignal TransductionSignal Transduction SystemsSignalingStructureSystematicsTechniquesTechnologyTrainingTranslationsTransmissionZeugmatographyabsorptionbiological signal transductionconvolutional networkconvolutional neural netsconvolutional neural networkcostdata basedata spacede-noisingdeep learningdeep learning methoddeep learning strategydenoisingdesigndesigningdevelopmentalheavy metal Pbheavy metal leadhigh definitionhigh resolution imaginghigh-resolutionimage constructionimage generationimage reconstructionimagingimprovedjoint reconstructionlenslensesmachine based learningmulti-modal imagingmulti-modal neuro-imagingmulti-modalitymulti-modality imagingmultimodal neuroimagingmultimodalitymultimodality imagingnew approachesnew technologynovelnovel approachesnovel strategiesnovel strategynovel technologiesoptic imagingoptical imagingpotentiometric dyeradio frequencyradiofrequencyreconstructionresilienceresilientresolutionsself supervisedself supervised learningself supervisionstatisticstech developmenttechnology developmenttranslationtransmission processvoltagevoltage sensitive dye
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Project Summary/Abstract
Image reconstruction has been an integral part of MRI technology development over the past decades,
spanning techniques such as parallel imaging, compressed sensing, low-rank matrix models, methods for
novel encoding strategies/k-space trajectories, and more recently deep learning (DL) approaches. Our TRD in
the first…
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