Robot-mediated mixed gesture imitation skill training for young children with ASD

Autism Spectrum Disorder (ASD) impacts 1 in 68 children in the U.S. with tremendous consequent cost in terms of care and treatment. Evidence suggests that early intervention is critical for optimal treatment results. Robots have been shown to have great potential to attract attention of children with ASD and can facilitate early interventions on core deficits. In this paper, we propose a robotic platform that mediates imitation skill training for young children with ASD. Imitation skills are considered to be one of the most important skill deficits in children with ASD, which has a profound impact on social communication. While a few previous works have provided methods for single gesture imitation training, the current paper extends the training to incorporate mixed gestures consisting of multiple single gestures during intervention. A preliminary user study showed that the proposed robotic system was able to stimulate mixed gesture imitation in young children with ASD with promising gesture recognition accuracy.

[1]  Nilanjan Sarkar,et al.  Brief Report: Development of a Robotic Intervention Platform for Young Children with ASD , 2015, Journal of autism and developmental disorders.

[2]  Chrystopher L. Nehaniv,et al.  Title of paper : KASPAR – A Minimally Expressive Humanoid Robot for Human-Robot Interaction Research , 2009 .

[3]  J. P. Lewis,et al.  Fast Template Matching , 2009 .

[4]  Emily M. Lund Social Communication Questionnaire , 2014 .

[5]  Tohru Matsumoto,et al.  Mimicking and Evaluating Human Motion to Improve the Imitation Skill of Children with Autism Through a Robot , 2011, Int. J. Soc. Robotics.

[6]  Nancy D. Brener,et al.  Youth risk behavior surveillance--United States, 2013. , 2014, MMWR supplements.

[7]  N. Sarkar,et al.  A Step Towards Developing Adaptive Robot-Mediated Intervention Architecture (ARIA) for Children With Autism , 2013, IEEE Transactions on Neural Systems and Rehabilitation Engineering.

[8]  Brooke Ingersoll Brief Report: Pilot Randomized Controlled Trial of Reciprocal Imitation Training for Teaching Elicited and Spontaneous Imitation to Children with Autism , 2010, Journal of autism and developmental disorders.

[9]  Brooke Ingersoll,et al.  Brief Report: Effect of a Focused Imitation Intervention on Social Functioning in Children with Autism , 2012, Journal of autism and developmental disorders.

[10]  Zachary Warren,et al.  Best Practices: Early Diagnosis and Psychological Assessment , 2011 .

[11]  Nilanjan Sarkar,et al.  Autonomous robot-mediated imitation learning for children with autism , 2014, 2014 IEEE International Conference on Robotics and Automation (ICRA).

[12]  Z. Warren,et al.  Prevalence of Autism Spectrum Disorder Among Children Aged 8 Years — Autism and Developmental Disabilities Monitoring Network, 11 Sites, United States, 2014 , 2018, Morbidity and mortality weekly report. Surveillance summaries.

[13]  B. Robins,et al.  Does appearance matter in the interaction of children with autism with a humanoid robot , 2006 .

[14]  C. Lord,et al.  Autism Diagnostic Observation Schedule , 2016 .

[15]  Maja J. Mataric,et al.  Graded cueing feedback in robot-mediated imitation practice for children with autism spectrum disorders , 2014, The 23rd IEEE International Symposium on Robot and Human Interactive Communication.

[16]  John O. Willis,et al.  Mullen Scales of Early Learning: Ags Edition , 2008 .