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Autism spectrum disorder (ASD) is a developmental disorder characterized by significant social communication impairments and difficulties perceiving and presenting communication cues. Machine learning techniques have been broadly adopted to…

计算机视觉与模式识别 · 计算机科学 2023-10-03 Jicheng Li , Vuthea Chheang , Pinar Kullu , Eli Brignac , Zhang Guo , Kenneth E. Barner , Anjana Bhat , Roghayeh Leila Barmaki

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…

图像与视频处理 · 电气工程与系统科学 2020-08-06 Sarah Itani , Dorina Thanou

Autism Spectrum Disorder (ASD) is a diverse collection of neurobiological conditions marked by challenges in social communication and reciprocal interactions, as well as repetitive and stereotypical behaviors. Atypical behavior patterns in…

计算机视觉与模式识别 · 计算机科学 2024-07-15 Abid Ali , Mahmoud Ali , Jean-Marc Odobez , Camilla Barbini , Séverine Dubuisson , Francois Bremond , Susanne Thümmler

Accurate Autism Spectrum Disorder (ASD) diagnosis is vital for early intervention. This study presents a hybrid deep learning framework combining Vision Transformers (ViT) and Vision Mamba to detect ASD using eye-tracking data. The model…

计算机视觉与模式识别 · 计算机科学 2025-06-10 Wafaa Kasri , Yassine Himeur , Abigail Copiaco , Wathiq Mansoor , Ammar Albanna , Valsamma Eapen

The early detection of developmental disorders is key to child outcome, allowing interventions to be initiated that promote development and improve prognosis. Research on autism spectrum disorder (ASD) suggests behavioral markers can be…

计算机视觉与模式识别 · 计算机科学 2012-11-09 Jordan Hashemi , Thiago Vallin Spina , Mariano Tepper , Amy Esler , Vassilios Morellas , Nikolaos Papanikolopoulos , Guillermo Sapiro

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…

机器学习 · 计算机科学 2025-06-16 Mohd Mujtaba Akhtar , Girish , Muskaan Singh , Orchid Chetia Phukan

Autism Spectrum Disorder (ASD) is a rapidly growing neurodevelopmental disorder. Performing a timely intervention is crucial for the growth of young children with ASD, but traditional clinical screening methods lack objectivity. This study…

计算机视觉与模式识别 · 计算机科学 2024-09-02 Xiang Li , Lizhou Fan , Hanbo Wu , Kunping Chen , Xiaoxiao Yu , Chao Che , Zhifeng Cai , Xiuhong Niu , Aihua Cao , Xin Ma

Alzheimer's disease (AD) is a progressive neurodegenerative disease and recently attracts extensive attention worldwide. Speech technology is considered a promising solution for the early diagnosis of AD and has been enthusiastically…

音频与语音处理 · 电气工程与系统科学 2021-10-05 Ying Qin , Wei Liu , Zhiyuan Peng , Si-Ioi Ng , Jingyu Li , Haibo Hu , Tan Lee

Determining biomarkers for autism spectrum disorder (ASD) is crucial to understanding its mechanisms. Recently deep learning methods have achieved success in the classification task of ASD using fMRI data. However, due to the black-box…

计算机视觉与模式识别 · 计算机科学 2019-10-14 Juntang Zhuang , Nicha C. Dvornek , Xiaoxiao Li , Pamela Ventola , James S. Duncan

Autism spectrum disorder (ASD) is a prevalent psychiatric condition characterized by atypical cognitive, emotional, and social patterns. Timely and accurate diagnosis is crucial for effective interventions and improved outcomes in…

计算机视觉与模式识别 · 计算机科学 2023-08-08 Lucas Mahler , Qi Wang , Julius Steiglechner , Florian Birk , Samuel Heczko , Klaus Scheffler , Gabriele Lohmann

In this article, we introduce a novel problem of audio-visual autism behavior recognition, which includes social behavior recognition, an essential aspect previously omitted in AI-assisted autism screening research. We define the task at…

In response to the global need for efficient early diagnosis of Autism Spectrum Disorder (ASD), this paper bridges the gap between traditional, time-consuming diagnostic methods and potential automated solutions. We propose a multi-atlas…

图像与视频处理 · 电气工程与系统科学 2024-09-05 Xuehan Liu , Md Rakibul Hasan , Tom Gedeon , Md Zakir Hossain

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…

计算机视觉与模式识别 · 计算机科学 2024-10-28 Jiaming Yu , Zihao Guan , Xinyue Chang , Shujie Liu , Zhenshan Shi , Xiumei Liu , Changcai Yang , Riqing Chen , Lanyan Xue , Lifang Wei

The autism dataset is studied to identify the differences between autistic and healthy groups. For this, the resting-state Functional Magnetic Resonance Imaging (rs-fMRI) data of the two groups are analyzed, and networks of connections…

图像与视频处理 · 电气工程与系统科学 2022-12-05 Ramchandra Rimal , Mitchell Brannon , Yingxin Wang , Xin Yang

The prevalence of Autism Spectrum Disorder (ASD) has surged rapidly over the past decade, posing significant challenges in communication, behavior, and focus for affected individuals. Current diagnostic techniques, though effective, are…

图像与视频处理 · 电气工程与系统科学 2025-06-12 Abigail Copiaco , Christian Ritz , Yassine Himeur , Valsamma Eapen , Ammar Albanna , Wathiq Mansoor

Radiomics with deep learning models have become popular in computer-aided diagnosis and have outperformed human experts on many clinical tasks. Specifically, radiomic models based on artificial intelligence (AI) are using medical data…

图像与视频处理 · 电气工程与系统科学 2022-06-08 Ahmad Chaddad , Jiali li , Qizong Lu , Yujie Li , Idowu Paul Okuwobi , Camel Tanougast , Christian Desrosiers , Tamim Niazi

Traditional regression models do not generalize well when learning from small and noisy datasets. Here we propose a novel metamodel structure to improve the regression result. The metamodel is composed of multiple classification base models…

机器学习 · 计算机科学 2021-05-07 Shiyu Wang , Nicha C. Dvornek

Alzheimer Disease poses a significant challenge, necessitating early detection for effective intervention. MRI is a key neuroimaging tool due to its ease of use and cost effectiveness. This study analyzes machine learning methods for MRI…

神经元与认知 · 定量生物学 2024-08-12 Alwani Liyana Ahmad , Jose Sanchez-Bornot , Roberto C. Sotero , Damien Coyle , Zamzuri Idris , Ibrahima Faye

Autism Spectrum Disorder (ASD) is a complex neurodevelopmental condition marked by disruptions in brain connectivity. Functional MRI (fMRI) offers a non-invasive window into large-scale neural dynamics by measuring…

机器学习 · 计算机科学 2025-08-20 Mohammad Izadi , Mehran Safayani

Autism Spectrum Disorder significantly influences the communication abilities, learning processes, behavior, and social interactions of individuals. Although early intervention and customized educational strategies are critical to improving…

机器学习 · 计算机科学 2025-10-10 Nelaka K. A. R , Peiris M. K. , Liyanage R. P. B