AIMC Topic: Stereotyped Behavior

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Semi-Automated Multi-Label Classification of Autistic Mannerisms by Machine Learning on Post Hoc Skeletal Tracking.

Autism research : official journal of the International Society for Autism Research Mar 14, 2025
Mannerisms describe repetitive or unconventional body movements like arm flapping. These movements are early markers of restricted and repetitive behaviors (RRBs) in autism spectrum disorder (ASD). However, assessing mannerisms reliably is challengin...
Humans Neural Networks, Computer Machine Learning Algorithms Autism Spectrum Disorder Female Male Child, Preschool Child Video Recording Movement Stereotyped Behavior
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Exploring sensory alterations and repetitive behaviors in children with autism spectrum disorder from the perspective of artificial neural networks.

Research in developmental disabilities Nov 21, 2024
BACKGROUND: Restrictive repetitive behaviors (RRBs) and sensory processing disorders are core symptoms of autism spectrum disorder (ASD). Their relationship is reported, but existing data are conflicting as to whether they are related but distinct, o...
Humans Neural Networks, Computer Autism Spectrum Disorder Female Male Surveys and Questionnaires Child, Preschool Child Data Mining Sleep Wake Disorders Sensation Disorders Stereotyped Behavior
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Artificial intelligence for the measurement of vocal stereotypy.

Journal of the experimental analysis of behavior Nov 3, 2020
Both researchers and practitioners often rely on direct observation to measure and monitor behavior. When these behaviors are too complex or numerous to be measured in vivo, relying on direct observation using human observers increases the amount of ...
Humans Neural Networks, Computer Artificial Intelligence Female Male Child, Preschool Child Autistic Disorder Verbal Behavior Tape Recording Stereotyped Behavior
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YOLOv11-Based quantification and temporal analysis of repetitive behaviors in deer mice.

Neuroscience Jun 21, 2025
Detailed temporal dynamics of deer mouse (Peromyscus maniculatus bairdii) behavior remain poorly characterized. This study presents an integrated automated system combining YOLOv11 deep learning for direct behavior classification, post-processing for...
Animals Male Deep Learning Behavior, Animal Stereotyped Behavior Peromyscus
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