Strategies to Improve the Robustness and Generalizability of Deep Learning Segmentation and Classification in Neuroimaging
Tran A, Zeevi T, Payabvash S. Strategies to Improve the Robustness and Generalizability of Deep Learning Segmentation and Classification in Neuroimaging. BioMedInformatics 2025, 5: 20. PMID: 40271381, PMCID: PMC12014193, DOI: 10.3390/biomedinformatics5020020.Peer-Reviewed Original ResearchDeep learning modelsGeneralizability of deep learning modelsLearning modelsArtificial intelligenceIntegration of deep learning modelsImprove model robustnessDomain shiftEnhance deep learningTransfer learningData augmentationDeep learningMedical imagesTask-specific applicationsModel robustnessSensitive to artifactsLearning segmentationDeep learning segmentationModel attributesNeuroimaging applicationsRobustnessClassificationDataUncertainty estimationLearningData variability
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