2024
Disentangled multimodal brain MR image translation via transformer-based modality infuser
Cho J, Liu X, Xing F, Ouyang J, Fakhri G, Park J, Woo J. Disentangled multimodal brain MR image translation via transformer-based modality infuser. Progress In Biomedical Optics And Imaging 2024, 12926: 129262h-129262h-6. DOI: 10.1117/12.3006502.Peer-Reviewed Original ResearchConvolutional neural networkBrain tumor segmentation taskModality-specific featuresTumor segmentation taskImage translationAdversarial networkSegmentation taskSynthesis qualityBrain MR imagesNeural networkMR modalitiesAcquired imagesExperimental resultsNetworkGlobal relationshipsDisease diagnosisImagesEncodingBraTSDatasetFeaturesTaskMethodSuperiorityMR imaging
2023
Source-free domain adaptive segmentation with class-balanced complementary self-training
Huang Y, Xie W, Li M, Xiao E, You J, Liu X. Source-free domain adaptive segmentation with class-balanced complementary self-training. Artificial Intelligence In Medicine 2023, 146: 102694. PMID: 38042612, DOI: 10.1016/j.artmed.2023.102694.Peer-Reviewed Original ResearchUnsupervised domain adaptationPseudo-label noiseSelf-trainingSegmentation taskSource domainUnsupervised domain adaptation methodsBrain tumor segmentation taskDomain adaptive segmentationLabeled source domainPatient data privacyTumor segmentation taskDomain adaptationData privacyLabeled dataTarget domainSelection schemeAdaptive segmentationSource dataExperimental resultsMinor categoriesTaskNoiseIntellectual propertyPrivacySegmentorIncremental Learning for Heterogeneous Structure Segmentation in Brain Tumor MRI
Liu X, Shih H, Xing F, Santarnecchi E, El Fakhri G, Woo J. Incremental Learning for Heterogeneous Structure Segmentation in Brain Tumor MRI. Lecture Notes In Computer Science 2023, 14221: 46-56. PMID: 38665992, PMCID: PMC11045038, DOI: 10.1007/978-3-031-43895-0_5.Peer-Reviewed Original ResearchDeep learningDL modelsBrain tumor segmentation taskAbsence of training dataIncremental learning settingSegmenting various anatomical structuresBig medical dataInitial model trainingTumor segmentation taskBatch renormalizationCatastrophic forgettingIncremental learningSegmentation taskSource domainTraining dataModel trainingLearning structureSegmentation modelNetwork optimizationDiverse datasetsMedical dataEvolving environmentLearning settingsDistribution shiftsIncremental structure
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