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      Interactive video-player to improve social smile in individuals with autism spectrum disorder

      research-article
      Vikas Khullar , Manju Bala , Harjit Pal Singh
      Advances in Autism
      Emerald Publishing
      Autism spectrum disorder, Convolutional neural network, Behavioral improvement, Facial emotion, Social smile, Video player

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          Abstract

          Purpose

          The purpose of this paper is to propose and develop a live interaction-based video player system named LIV4Smile for the improvement of the social smile in individuals with autism spectrum disorder (ASD).

          Design/methodology/approach

          The proposed LIV4Smile intervention was a video player that operated by detecting smile using a convolutional neural network (CNN)-based algorithm. To maintain a live interaction, a CNN-based smile detector was configured and used in this system. The statistical test was also conducted to validate the performance of the system.

          Findings

          The significant improvement was observed in smile responses of individuals with ASD with the utilization of the proposed LIV4Smile system in a real-time environment.

          Research limitations/implications

          A small sample size and clinical utilizing for validation and initial training of ASD individuals for LIV4Smile could be considered under implications.

          Originality/value

          The main aim of this study was to address the inclusive practices for children with autism. The proposed CNN algorithm-based LIV4Smile intervention resulted in high accuracy in facial smile detection.

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          Most cited references53

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          • Article: not found

          Gradient-based learning applied to document recognition

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            Autism Diagnostic Interview-Revised: A revised version of a diagnostic interview for caregivers of individuals with possible pervasive developmental disorders

            Describes the Autism Diagnostic Interview-Revised (ADI-R), a revision of the Autism Diagnostic Interview, a semistructured, investigator-based interview for caregivers of children and adults for whom autism or pervasive developmental disorders is a possible diagnosis. The revised interview has been reorganized, shortened, modified to be appropriate for children with mental ages from about 18 months into adulthood and linked to ICD-10 and DSM-IV criteria. Psychometric data are presented for a sample of preschool children.
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              Autistic disturbances of affective contact

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                Author and article information

                Contributors
                Journal
                AIA
                10.1108/AIA
                Advances in Autism
                AIA
                Emerald Publishing
                2056-3868
                09 December 2019
                21 April 2020
                : 6
                : 2
                : 109-119
                Affiliations
                [1] IKG Punjab Technical University , Kapurthala, India
                [2]Computer Science and Engineering, CT Institute of Engineering Management and Technology, Jalandhar, India
                [3]Khalsa College of Engineering and Technology, Amritsar, India
                [4]CT Institute of Engineering Management and Technology, Jalandhar, India
                Author notes
                Vikas Khullar can be contacted at: vikas.khullar@gmail.com
                Article
                636977 AIA-05-2019-0014.pdf AIA-05-2019-0014
                10.1108/AIA-05-2019-0014
                0013202a-7200-4571-8611-aec99af4ce25
                © Emerald Publishing Limited
                History
                : 05 May 2019
                : 20 June 2019
                : 10 September 2019
                : 16 October 2019
                Page count
                Figures: 7, Tables: 3, Equations: 0, References: 52, Pages: 11, Words: 4013
                Categories
                research-article, Research paper
                cat-HSC, Health & social care
                cat-LID, Learning & intellectual disabilities
                Custom metadata
                yes
                yes
                JOURNAL
                included

                Health & Social care
                Autism spectrum disorder,Behavioral improvement,Video player,Facial emotion,Social smile,Convolutional neural network

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