2023
Deep Action Recognition for Cognitive Assessment
Elmi S, Bell M. Deep Action Recognition for Cognitive Assessment. 2023, 329-334. DOI: 10.1145/3594806.3594813.Peer-Reviewed Original ResearchExecutive functioningCognitive AssessmentAction recognitionHuman action recognitionAction informationAccuracy scoresSkeleton-based action recognitionRhythm scoresFunctioningHuman body jointsHuman poseRecognitionMental diseasesADHDScoresSchizophreniaBody jointsDifferent datasetsReal-world applicationsAttentionAssessmentPsychiatristsThe Automated Test of Embodied Cognition: Concept, Development, and Preliminary Findings
Bell M, Hauser A, Weinstein A. The Automated Test of Embodied Cognition: Concept, Development, and Preliminary Findings. Brain Sciences 2023, 13: 856. PMID: 37371336, PMCID: PMC10296682, DOI: 10.3390/brainsci13060856.Peer-Reviewed Original ResearchEmbodied cognitionATEC scoresCognitive AssessmentSmall practice effectsExcellent internal consistencySubstance use disordersPractice effectsTest-retest reliabilityCognitionConcurrent measuresContemporary neuroscienceOlder adultsPhysical tasksInternal consistencyMotion capture technologyPsychometric analysisUse disordersAutomated testsPreliminary findingsCommunity controlsAge-matched community controlsConvenience sampleNeuroscienceATECTask
2022
Deep-Cogn: Skeleton-based Human Action Recognition for Cognitive Behavior Assessment
Elmi S, Bell M, Tan K. Deep-Cogn: Skeleton-based Human Action Recognition for Cognitive Behavior Assessment. 2022, 00: 692-699. DOI: 10.1109/ictai56018.2022.00107.Peer-Reviewed Original ResearchExecutive functioningHuman action recognitionAction recognitionCognitive AssessmentAction informationAccuracy scoresSkeleton-based action recognitionRhythm scoresFunctioningBehavior assessmentHuman body jointsRecognitionHuman poseMental diseasesADHDScoresSchizophreniaBody jointsDifferent datasetsReal-world applicationsAttentionAssessmentPsychiatristsWorld applications
2019
Cognitive assessment in children through motion capture and computer vision
Sayed S, Tsiakas K, Bell M, Athitsos V, Makedon F. Cognitive assessment in children through motion capture and computer vision. 2019, 1-6. DOI: 10.1145/3361684.3361692.Peer-Reviewed Original ResearchCognitive Assessment SystemCognitive tasksEmbodied cognitionCognitive AssessmentBody tasksUpper body movementsHuman activity recognition methodVideo samplesRecognition systemChildrenTaskType of activityActivity recognition methodMotion captureAssessment systemCognitionComputer visionRecognition methodExecutivesVision