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A good teaching method is incomprehensible for an autistic child. The autism spectrum disorder is a very diverse phenomenon. It is said that no two autistic children are the same. So, something that works for one child may not be fit for…

Human-Computer Interaction · Computer Science 2023-02-13 Zarin Tassnim Zoana , Mahmudul Wahed Shafeen , Nasrin Akter , Tanvir Rahman

The diagnosis of autism spectrum disorder (ASD) is a complex, challenging task as it depends on the analysis of interactional behaviors by psychologists rather than the use of biochemical diagnostics. In this paper, we present a modeling…

Audio and Speech Processing · Electrical Eng. & Systems 2024-01-19 Tahiya Chowdhury , Veronica Romero , Amanda Stent

Dyslexia, affecting an estimated 10% to 20% of the global population, significantly impairs learning capabilities, highlighting the need for innovative and accessible diagnostic methods. This paper investigates the effectiveness of…

Machine Learning · Computer Science 2025-06-16 Kevin Cogan , Vuong M. Ngo , Mark Roantree

Autism is a developmental disorder that affects social interaction and communication of children. The gold standard diagnostic tools are very difficult to use and time consuming. However, diagnostic could be deduced from child gaze…

Computer Vision and Pattern Recognition · Computer Science 2019-11-14 Dennis Núñez-Fernández , Franklin Porras-Barrientos , Macarena Vittet-Mondoñedo , Robert H. Gilman , Mirko Zimic

In this paper, we introduce a deep learning model to classify children as either healthy or potentially autistic with 94.6% accuracy using Deep Learning. Autistic patients struggle with social skills, repetitive behaviors, and…

Computer Vision and Pattern Recognition · Computer Science 2020-08-10 Madison Beary , Alex Hadsell , Ryan Messersmith , Mohammad-Parsa Hosseini

Autism spectrum disorder (ASD) is a neurodevelopmental disorder which results in altered behavior, social development, and communication patterns. In past years, autism prevalence has tripled, with 1 in 54 children now affected. Given that…

Autism Spectrum Disorder (ASD) is a severe neuropsychiatric disorder that affects intellectual development, social behavior, and facial features, and the number of cases is still significantly increasing. Due to the variety of symptoms ASD…

Image and Video Processing · Electrical Eng. & Systems 2021-10-11 Ryan Liu , Spencer He

Autism diagnosis presents a major challenge due to the vast heterogeneity of the condition and the elusive nature of early detection. Atypical gait and gesture patterns are dominant behavioral characteristics of autism and can provide…

Computer Vision and Pattern Recognition · Computer Science 2023-04-18 Sania Zahan , Zulqarnain Gilani , Ghulam Mubashar Hassan , Ajmal Mian

An ensemble of classifiers combines several single classifiers to deliver a final prediction or classification decision. An increasingly provoking question is whether such systems can outperform the single best classifier. If so, what form…

Machine Learning · Computer Science 2022-09-07 Bhekisipho Twala , Eamon Molloy

Autism Spectrum Disorder (ASD) is on the rise and constantly growing. Earlier identify of ASD with the best outcome will allow someone to be safe and healthy by proper nursing. Humans can hardly estimate the present condition and stage of…

Machine Learning · Computer Science 2021-01-28 Koushik Chowdhury , Mir Ahmad Iraj

In this study, we present a quantitative and comprehensive analysis of social gaze in people with autism spectrum disorder (ASD). Diverging from traditional first-person camera perspectives based on eye-tracking technologies, this study…

Neurons and Cognition · Quantitative Biology 2024-09-04 Xiangxu Yu , Mindi Ruan , Chuanbo Hu , Wenqi Li , Lynn K. Paul , Xin Li , Shuo Wang

Autism Spectrum Disorder (ASD) is a complicated neurological condition which is challenging to diagnose. Numerous studies demonstrate that children diagnosed with autism struggle with maintaining attention spans and have less focused…

Computer Vision and Pattern Recognition · Computer Science 2024-01-09 Md. Farhadul Islam , Meem Arafat Manab , Joyanta Jyoti Mondal , Sarah Zabeen , Fardin Bin Rahman , Md. Zahidul Hasan , Farig Sadeque , Jannatun Noor

Autism spectrum disorder (ASD) is a highly disabling mental disease that brings significant impairments of social interaction ability to the patients, making early screening and intervention of ASD critical. With the development of the…

Computer Vision and Pattern Recognition · Computer Science 2025-04-08 Ruimin Ma , Ruitao Xie , Yanlin Wang , Jintao Meng , Yanjie Wei , Wenhui Xi , Yi Pan

Since the strong comorbid similarity in NDDs, such as attention-deficit hyperactivity disorder, can interfere with the accurate diagnosis of autism spectrum disorder (ASD), identifying unknown classes is extremely crucial and challenging…

Computer Vision and Pattern Recognition · Computer Science 2024-10-28 Jiaming Yu , Zihao Guan , Xinyue Chang , Shujie Liu , Zhenshan Shi , Xiumei Liu , Changcai Yang , Riqing Chen , Lanyan Xue , Lifang Wei

Early diagnosis and intervention for Autism Spectrum Disorder (ASD) has been shown to significantly improve the quality of life of autistic individuals. However, diagnostics methods for ASD rely on assessments based on clinical presentation…

Image and Video Processing · Electrical Eng. & Systems 2025-03-05 Suryansh Vidya , Kush Gupta , Amir Aly , Andy Wills , Emmanuel Ifeachor , Rohit Shankar

Advances in machine learning and contactless sensors have enabled the understanding complex human behaviors in a healthcare setting. In particular, several deep learning systems have been introduced to enable comprehensive analysis of…

Computer Vision and Pattern Recognition · Computer Science 2024-03-06 Pengbo Wei , David Ahmedt-Aristizabal , Harshala Gammulle , Simon Denman , Mohammad Ali Armin

Attention Deficit Hyperactivity Disorder (ADHD) is a chronic mental and behavioral disorder that interferes with everyday activities and has three core symptoms: inattention, hyperactivity, and impulsivity. To help in reducing the effects…

Human-Computer Interaction · Computer Science 2020-05-21 Fatemah Husain

Due to the complex and resource-intensive nature of diagnosing Autism Spectrum Condition (ASC), several computer-aided diagnostic support methods have been proposed to detect autism by analyzing behavioral cues in patient video data. While…

Computer Vision and Pattern Recognition · Computer Science 2025-09-29 William Saakyan , Matthias Norden , Lola Eversmann , Simon Kirsch , Muyu Lin , Simon Guendelman , Isabel Dziobek , Hanna Drimalla

Autism spectrum disorder (ASD) remains a challenging condition to diagnose effectively and promptly, despite global efforts in public health, clinical screening, and scientific research. Traditional diagnostic methods, primarily reliant on…

Computers and Society · Computer Science 2025-03-11 Nora Fink

Autism Spectrum Disorder (ASD) is a lifelong condition that significantly influencing an individual's communication abilities and their social interactions. Early diagnosis and intervention are critical due to the profound impact of ASD's…

Computation and Language · Computer Science 2024-09-04 Jihyun Mun , Sunhee Kim , Minhwa Chung