Reducing Annotation Burden Through Multimodal Learning
Lopez K, Fodeh SJ, Allam A, Brandt CA, Krauthammer M. Reducing Annotation Burden Through Multimodal Learning. Frontiers In Big Data 2020, 3: 19. PMID: 33693393, PMCID: PMC7931886, DOI: 10.3389/fdata.2020.00019.Peer-Reviewed Original ResearchMultimodal fusion techniquesTraining dataFusion techniqueAnnotation burdenClassification performanceLow annotation burdenMultimodal fusion methodLess training dataComparable classification performanceData fusion techniquesDomain expertsUnimodal modelsMultimodal dataFusion approachCompetitive resultsText reportsUnimodal counterpartsFusion methodUnimodal learningMultimodal modelCombined classificationPerformance of multimodalRadiological imagesMultimodalPerformance