Learning Oculomotor Behaviors from Scanpath
Li B, Nuechterlein N, Barney E, Foster C, Kim M, Mahony M, Atyabi A, Feng L, Wang Q, Ventola P, Shapiro L, Shic F. Learning Oculomotor Behaviors from Scanpath. 2021, 407-415. DOI: 10.1145/3462244.3479923.Peer-Reviewed Original ResearchEye-tracking applicationsOculomotor behaviorAutism spectrum disorderEye-tracking dataPre-trained modelsLarge model sizeSemi-supervised tasksContrastive learning taskSpectrum disorderLearning taskClassification taskBaseline approachesDownstream tasksPredictive codingFixation identificationRich representationTraining datasetModel sizeVariety of applicationsTaskScanpathsFramework modelAblation experimentsNovel methodBetter results