Multi-task Learning for Hierarchically-Structured Images: Study on Echocardiogram View Classification
Charton J, Ren H, Kim S, Gonzalez C, Khambhati J, Cheng J, DeFrancesco J, Waheed A, Marciniak S, Moura F, Cardoso R, Lima B, Picard M, Li X, Li Q. Multi-task Learning for Hierarchically-Structured Images: Study on Echocardiogram View Classification. Lecture Notes In Computer Science 2023, 14337: 185-194. DOI: 10.1007/978-3-031-44521-7_18.Peer-Reviewed Original ResearchDeep learningMulti-task learning schemeVideo classification tasksMulti-task learningImage classification scenariosResidual neural networkData labelsClassification taskLearning schemeAblation studiesClassification scenariosNeural networkTree structureMedical imagesImage-processing techniquesSuperior performanceVideo viewingMonitoring cardiovascular diseasesTraining methodsHierarchically-structuredImage acquisitionLearningHierarchical structureTaskClassification