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 sessionA Unified Conditional Disentanglement Framework For Multimodal Brain Mr Image Translation
Liu X, Xing F, Fakhri G, Woo J. A Unified Conditional Disentanglement Framework For Multimodal Brain Mr Image Translation. 2011 IEEE International Symposium On Biomedical Imaging: From Nano To Macro 2021, 00: 10-14. PMID: 34567419, PMCID: PMC8460116, DOI: 10.1109/isbi48211.2021.9433897.Peer-Reviewed Original Research