2022
Style transformed synthetic images for real world gaze estimation by using residual neural network with embedded personal identities
Wang Q, Wang H, Dang R, Zhu G, Pi H, Shic F, Hu B. Style transformed synthetic images for real world gaze estimation by using residual neural network with embedded personal identities. Applied Intelligence 2022, 53: 2026-2041. DOI: 10.1007/s10489-022-03481-9.Peer-Reviewed Original ResearchGaze directionNatural human-robot interactionPersonal identitySynthetic imagesHuman-robot interactionResidual neural networkNeural network structureSignificant performance gainsGaze estimationBenchmark datasetsTraining dataArt resultsNeural networkGaze interactionCurrent best resultsSocial communicationPerformance gainsReal worldNew personBetter resultsStyle transformationNetwork structureDatasetImagesNetwork
2021
Comparing Robustness and Efficiency of Closed Eye Detection in Images
Wang H, Li B, Shic F, Hu B, Wang Q. Comparing Robustness and Efficiency of Closed Eye Detection in Images. 2021, 00: 6-12. DOI: 10.1109/icivc52351.2021.9526969.Peer-Reviewed Original ResearchConvolutional neural networkF-scoreComputational costDifferent feature descriptorsLarge-scale datasetsEye detection algorithmBest F-scoreHigh computational costAbnormal eye conditionsTheoretical computational costCNN modelFeature descriptorsHOG featuresAutoencoder modelNeural networkRaw imagesDifferent classifiersDetection algorithmMultiple descriptorsEye detectionMobile phonesPoint operationsNew machineSpecific scenariosNew algorithm
2020
Selection of Eye-Tracking Stimuli for Prediction by Sparsely Grouped Input Variables for Neural Networks: towards Biomarker Refinement for Autism
Li B, Barney E, Hudac C, Nuechterlein N, Ventola P, Shapiro L, Shic F. Selection of Eye-Tracking Stimuli for Prediction by Sparsely Grouped Input Variables for Neural Networks: towards Biomarker Refinement for Autism. 2020, 1-8. DOI: 10.1145/3379155.3391334.Peer-Reviewed Original ResearchAutism spectrum disorderEye trackingDifferent stimulus presentationsStimulus presentationIndividual stimuliSpectrum disorderExperimental stimuliExperimental paradigmLevel of stimulusGroup discriminationStimuliPsychiatric conditionsIndividual variablesNeural networkOutcome variablesAutismWordsVariablesIntentionDiagnostic processLarge-scale effortsParadigmChildrenNumber of variablesDiscrimination
2019
A Facial Affect Analysis System for Autism Spectrum Disorder
Li B, Mehta S, Aneja D, Foster C, Ventola P, Shic F, Shapiro L. A Facial Affect Analysis System for Autism Spectrum Disorder. 2019, 00: 4549-4553. DOI: 10.1109/icip.2019.8803604.Peer-Reviewed Original Research