GLAPAL-H: Global, Local, And Parts Aware Learner for Hydrocephalus Infection Diagnosis in Low-Field MRI
Mukherjee S, Templeton K, Tindimwebwa S, Lin P, Sutin J, Yu M, Peterson M, Truwit C, Schiff S, Monga V. GLAPAL-H: Global, Local, And Parts Aware Learner for Hydrocephalus Infection Diagnosis in Low-Field MRI. IEEE Transactions On Biomedical Engineering 2025, PP: 1-14. PMID: 40489263, DOI: 10.1109/tbme.2025.3578541.Peer-Reviewed Original ResearchFeature extractionState-of-the-art alternativesTraining loss functionMulti-task architectureGlobal feature extractionState-of-the-artLocal feature extractionClassification taskCNN branchesSegmentation masksShallow CNNHolistic featuresLocal featuresTraining imageryLoss functionTwo-classThree-classSegmental branchesArchitecture segmentationArchitectureCustomized approachCNNRegularizationQuality issuesPost-infectious hydrocephalus
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