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Analyzing human affect is vital for human-computer interaction systems. Most methods are developed in restricted scenarios which are not practical for in-the-wild settings. The Affective Behavior Analysis in-the-wild (ABAW) 2021 Contest…

Computer Vision and Pattern Recognition · Computer Science 2021-07-16 Yue Jin , Tianqing Zheng , Chao Gao , Guoqiang Xu

It has been suggested in developmental psychology literature that the communication of affect between mothers and their infants correlates with the socioemotional and cognitive development of infants. In this study, we obtained day-long…

Audio and Speech Processing · Electrical Eng. & Systems 2019-12-13 Xuewen Yao , Dong He , Tiancheng Jing , Kaya de Barbaro

Autism Spectrum Disorder (ASD) is a complex neuro-developmental challenge, presenting a spectrum of difficulties in social interaction, communication, and the expression of repetitive behaviors in different situations. This increasing…

Machine Learning · Computer Science 2025-06-16 Mohd Mujtaba Akhtar , Girish , Muskaan Singh , Orchid Chetia Phukan

Accurate diagnosis of autism spectrum disorder (ASD) based on neuroimaging data has significant implications, as extracting useful information from neuroimaging data for ASD detection is challenging. Even though machine learning techniques…

Machine Learning · Computer Science 2022-06-13 Ruimin Ma , Yanlin Wang , Yanjie Wei , Yi Pan

Autism spectrum disorder (ASD) is a neurological and developmental disorder that affects social and communicative behaviors. It emerges in early life and is generally associated with lifelong disabilities. Thus, accurate and early diagnosis…

Image and Video Processing · Electrical Eng. & Systems 2025-02-24 Peiyu Duan , Nicha C. Dvornek , Jiyao Wang , Lawrence H. Staib , James S. Duncan

The path to an autism diagnosis can be long and difficult, and delays can have serious consequences. Artificial intelligence can completely change the way autism is diagnosed, especially when it comes to situations where it is difficult to…

Machine Learning · Computer Science 2023-11-09 Ali Mohammadifar , Hasan Samadbin , Arman Daliri

Emotion recognition has the potential to play a pivotal role in enhancing human-computer interaction by enabling systems to accurately interpret and respond to human affect. Yet, capturing emotions in face-to-face contexts remains…

The ability to interpret social cues comes naturally for most people, but for those living with Autism Spectrum Disorder (ASD), some experience a deficiency in this area. This paper presents the development of a multimodal augmented reality…

Computer Vision and Pattern Recognition · Computer Science 2020-10-23 James Ren Hou Lee , Alexander Wong

Autism Spectrum Disorder (ASD) is neurodevelopmental condition characterized by social interaction and communication difficulties, along with narrow and repetitive interests. Being an spectrum disorder, ASD affects individuals with a large…

Software Engineering · Computer Science 2018-05-10 Roberto E. Lopez-Herrejon , Gerardo Herrera , Javier Sevilla

Agents must monitor their partners' affective states continuously in order to understand and engage in social interactions. However, methods for evaluating affect recognition do not account for changes in classification performance that may…

Human-Computer Interaction · Computer Science 2025-09-08 Allen Chang , Lauren Klein , Marcelo R. Rosales , Weiyang Deng , Beth A. Smith , Maja J. Matarić

Fetal neuroinflammation and prenatal stress (PS) may contribute to lifelong neurological disabilities. Astrocytes and microglia, among the brain's non-neuronal glia cell populations, play a pivotal role in neurodevelopment, predisposition…

Genomics · Quantitative Biology 2023-07-18 Martin G. Frasch , Byung-Jun Yoon , Dario-Lucas Helbing , Gal Snir , Marta C. Antonelli , Reinhard Bauer

Previous studies regarding the perception of emotions for embodied virtual agents have shown the effectiveness of using virtual characters in conveying emotions through interactions with humans. However, creating an autonomous embodied…

Human-Computer Interaction · Computer Science 2023-12-08 Che-Jui Chang , Samuel S. Sohn , Sen Zhang , Rajath Jayashankar , Muhammad Usman , Mubbasir Kapadia

Children with Autism Spectrum Disorder (ASD) often exhibit atypical facial expressions. However, the specific objective facial features that underlie this subjective perception remain unclear. In this paper, we introduce a novel dataset,…

Computer Vision and Pattern Recognition · Computer Science 2024-11-22 Yanfeng Ji , Shutong Wang , Ruyi Xu , Jingying Chen , Xinzhou Jiang , Zhengyu Deng , Yuxuan Quan , Junpeng Liu

Purpose: Facial expression production and perception in autism spectrum disorder (ASD) suggest potential presence of behavioral biomarkers that may stratify individuals on the spectrum into prognostic or treatment subgroups. Construct…

Neurons and Cognition · Quantitative Biology 2024-04-26 Megan A. Witherow , Norou Diawara , Janice Keener , John W. Harrington , Khan M. Iftekharuddin

The primary objective is to teach a machine about human emotions, which has become an essential requirement in the field of social intelligence, also expedites the progress of human-machine interactions. The ability of a machine to…

Audio and Speech Processing · Electrical Eng. & Systems 2020-06-23 Sai Nikhil Chennoor , B. R. K. Madhur , Moujiz Ali , T. Kishore Kumar

While the prevalence of Autism Spectrum Disorder (ASD) is increasing, research continues in an effort to identify common etiological and pathophysiological bases. In this regard, modern machine learning and network science pave the way for…

Image and Video Processing · Electrical Eng. & Systems 2020-08-06 Sarah Itani , Dorina Thanou

There are currently many tutoring software systems which have been designed for neurotypical children. These systems cover academic topics such as reading and math, and are made available through various technological mediums. The majority…

Computers and Society · Computer Science 2018-08-09 Antonio Ugando

The insufficient supervision limit the performance of the deep supervised models for brain disease diagnosis. It is important to develop a learning framework that can capture more information in limited data and insufficient supervision. To…

Neurons and Cognition · Quantitative Biology 2024-10-10 Wenjing Gao , Yuanyuan Yang , Jianrui Wei , Xuntao Yin , Xinhan Di

Autism Spectrum Disorder (ASD) has been emerging as a growing public health threat. Early diagnosis of ASD is crucial for timely, effective intervention and treatment. However, conventional diagnosis methods based on communications and…

Computer Vision and Pattern Recognition · Computer Science 2024-05-06 Zhuowen Yin , Xinyao Ding , Xin Zhang , Zhengwang Wu , Li Wang , Xiangmin Xu , Gang Li

Context: Autism spectrum disorder (ASD) leads to various issues in the everyday life of autistic individuals, often resulting in unemployment and mental health problems. To improve the inclusion of autistic adults, existing studies have…

Software Engineering · Computer Science 2025-11-05 Madalena Sasportes , Grischa Liebel , Miguel Goulão