2024
Tagged-to-Cine MRI Sequence Synthesis via Light Spatial-Temporal Transformer
Liu X, Xing F, Bian Z, Arias-Vergara T, Pérez-Toro P, Maier A, Stone M, Zhuo J, Prince J, Woo J. Tagged-to-Cine MRI Sequence Synthesis via Light Spatial-Temporal Transformer. Lecture Notes In Computer Science 2024, 15007: 701-711. PMID: 39469302, PMCID: PMC11517403, DOI: 10.1007/978-3-031-72104-5_67.Peer-Reviewed Original ResearchSpatial-temporal transformationMotion analysis tasksSpatial-temporal correlationSequence synthesisNeighboring framesAnalysis tasksOccluded regionsMotion alignmentMotion sequencesTag fadingTraining parametersTag patternsTemporal informationTemporal consistencyEfficient frameworkTagged magnetic resonance imagingCine MRI dataCine MRI sequencesFine-tuningSuperior performanceSynthesis performanceSpatial-temporalAnalyze motionComparison methodFrame
2021
Dual-Cycle Constrained Bijective Vae-Gan For Tagged-To-Cine Magnetic Resonance Image Synthesis
Liu X, Xing F, Prince J, Carass A, Stone M, Fakhri G, Woo J. Dual-Cycle Constrained Bijective Vae-Gan For Tagged-To-Cine Magnetic Resonance Image Synthesis. 2011 IEEE International Symposium On Biomedical Imaging: From Nano To Macro 2021, 00: 1448-1452. PMID: 34707796, PMCID: PMC8547333, DOI: 10.1109/isbi48211.2021.9433852.Peer-Reviewed Original ResearchMR image synthesisAdversarial trainingImage synthesisVAE-GANMR imagingTagged MR imagesCine MR imagingMoving organsSuperior performanceMagnetic resonance imagingAcquisition timeCycle reconstructionHealthy subjectsResonance imagingAnatomical resolutionComparison methodMotion analysisTagged magnetic resonance imagingTissue segmentationImagesScanning session