DICOM LUT is a Key Step in Medical Image Preprocessing Towards AI Generalizability
Dapamede T, Li F, Khosravi B, Purkayastha S, Trivedi H, Gichoya J. DICOM LUT is a Key Step in Medical Image Preprocessing Towards AI Generalizability. Journal Of Imaging Informatics In Medicine 2025, 1-9. PMID: 39890738, DOI: 10.1007/s10278-025-01418-5.Peer-Reviewed Original ResearchDeep learning modelsHistogram equalizationInformation lossPreprocessing techniquesPre-processingLearning modelsPerformance of deep learning modelsMachine learning practitionersRisk of information lossDeep learning classifierImage preprocessing techniquesImprove model robustnessImage pre-processingTraining dataCXR datasetPreprocessed informationLearning classifiersDataset curationLearning practitionersModel performancePotential overfittingDatasetModel robustnessPreprocessingSharing dataset
This site is protected by hCaptcha and its Privacy Policy and Terms of Service apply