2023
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
2022
View Classification of Color Doppler Echocardiography via Automatic Alignment Between Doppler and B-Mode Imaging
Charton J, Ren H, Khambhati J, DeFrancesco J, Cheng J, Waheed A, Marciniak S, Moura F, Cardoso R, Lima B, Steen E, Samset E, Picard M, Li X, Li Q. View Classification of Color Doppler Echocardiography via Automatic Alignment Between Doppler and B-Mode Imaging. Lecture Notes In Computer Science 2022, 13565: 64-71. DOI: 10.1007/978-3-031-16902-1_7.Peer-Reviewed Original ResearchColor Doppler echocardiography imageLow-dimensional embeddingDeep learning techniquesHeterogeneous image featuresOpen-source toolHuman annotatorsImage segmentationClassification algorithmsLearning techniquesB-mode imagesB-mode videosNon-intrusiveImage featuresAutomatic processingClassificationEchocardiography imagesDisease diagnosisImagesImage analysisVideoEmbeddingAlgorithmDatasetAnnotationB-mode