Deep Multimodal Learning for the Diagnosis of Autism Spectrum Disorder

Deep Multimodal Learning for the Diagnosis of Autism Spectrum Disorder

Recent medical imaging technologies, specifically functional magnetic resonance imaging (fMRI), have advanced the diagnosis of neurological and neurodevelopmental disorders by allowing scientists and physicians to observe the activity within and between different regions of the brain. Deep learning...

Full description

Bibliographic Details
Main Authors:	Michelle Tang, Pulkit Kumar, Hao Chen, Abhinav Shrivastava
Format:	Article
Language:	English
Published:	MDPI AG 2020-06-01
Series:	Journal of Imaging
Subjects:	deep learning multimodal learning convolutional neural networks autism fMRI
Online Access:	https://www.mdpi.com/2313-433X/6/6/47

Similar Items

A Convolutional Neural Network-Based Connectivity Enhancement Approach for Autism Spectrum Disorder Detection
by: Fatima Zahra Benabdallah, et al.
Published: (2023-05-01)

Under-reactive but easily distracted: An fMRI investigation of attentional capture in autism spectrum disorder
by: Brandon Keehn, et al.
Published: (2016-02-01)

Neurofunctional underpinnings of audiovisual emotion processing in teens with Autism Spectrum Disorders
by: Krissy A.R. Doyle-Thomas, et al.
Published: (2013-05-01)

Automated Detection of Autism Spectrum Disorder Using a Convolutional Neural Network
by: Zeinab Sherkatghanad, et al.
Published: (2020-01-01)

Understanding the Role of Connectivity Dynamics of Resting-State Functional MRI in the Diagnosis of Autism Spectrum Disorder: A Comprehensive Study
by: Yaser ElNakieb, et al.
Published: (2023-01-01)

Cortico-cerebellar connectivity in Autism Spectrum Disorder: what do we know so far?
by: Alessandro eCrippa, et al.
Published: (2016-02-01)

Multimodal Autism Spectrum Disorder Diagnosis Method Based on DeepGCN
by: Mingzhi Wang, et al.
Published: (2023-01-01)

Reduced auditory cortical adaptation in autism spectrum disorder
by: Rachel Millin, et al.
Published: (2018-10-01)

The effects of intranasal oxytocin on reward circuitry responses in children with autism spectrum disorder
by: R. K. Greene, et al.
Published: (2018-03-01)

Anterior insular cortex regulation in autism spectrum disorders
by: Andrea eCaria, et al.
Published: (2015-03-01)

Similarity hypothesis: Understanding of others with autism spectrum disorders by individuals with autism spectrum disorders
by: Hidetsugu eKomeda, et al.
Published: (2015-03-01)

A Similarity Measure-Based Approach Using RS-fMRI Data for Autism Spectrum Disorder Diagnosis
by: Xiangfei Zhang, et al.
Published: (2023-01-01)

An fMRI study of decision-making under conflict in individuals with autism spectrum condition
by: S. Tei, et al.
Published: (2021-04-01)

Neural Processing and Production of Gesture in Children and Adolescents With Autism Spectrum Disorder
by: Emily Fourie, et al.
Published: (2020-01-01)

Identification of Autism Based on SVM-RFE and Stacked Sparse Auto-Encoder
by: Canhua Wang, et al.
Published: (2019-01-01)

The Importance of Anti-correlations in Graph Theory Based Classification of Autism Spectrum Disorder
by: Amirali Kazeminejad, et al.
Published: (2020-08-01)

Sex Differences in Resting-State Functional Connectivity of the Cerebellum in Autism Spectrum Disorder
by: Rachel E. W. Smith, et al.
Published: (2019-04-01)

Multi-Slice Generation sMRI and fMRI for Autism Spectrum Disorder Diagnosis Using 3D-CNN and Vision Transformers
by: Asrar G. Alharthi, et al.
Published: (2023-11-01)

Trait-level temporal lobe hypoactivation to social exclusion in unaffected siblings of children and adolescents with autism spectrum disorders
by: Danielle Z. Bolling, et al.
Published: (2015-06-01)

A Nexus Model of Restricted Interests in Autism Spectrum Disorder
by: R. McKell Carter, et al.
Published: (2020-06-01)

Functional and structural connectivity of frontostriatal circuitry in Autism Spectrum Disorder.
by: Sonja eDelmonte, et al.
Published: (2013-08-01)

The Impaired Subcortical Pathway From Superior Colliculus to the Amygdala in Boys With Autism Spectrum Disorder
by: Yiting Huang, et al.
Published: (2022-06-01)

Deep Learning Methods for Autism Spectrum Disorder Diagnosis Based on fMRI Images
by: Muhammed Ali Bayram, et al.
Published: (2021-04-01)

A Model for Diagnosing Autism Patients Using Spatial and Statistical Measures Using rs-fMRI and sMRI by Adopting Graphical Neural Networks
by: Kiruthigha Manikantan, et al.
Published: (2023-03-01)

Brain correlates of emotional prosodic change detection in autism spectrum disorder
by: Judith Charpentier, et al.
Published: (2020-01-01)

The Diagnosis of Autism Spectrum Disorder Based on the Random Neural Network Cluster
by: Xia-an Bi, et al.
Published: (2018-06-01)

Social and monetary reward processing in autism spectrum disorders
by: Delmonte Sonja, et al.
Published: (2012-09-01)

Identification of robust and interpretable brain signatures of autism and clinical symptom severity using a dynamic time-series deep neural network
by: K. Supekar, et al.
Published: (2021-04-01)

Neural substrates of theory of mind in adults with autism spectrum disorder: An fMRI study of the social animation task
by: Ting Chen, et al.
Published: (2023-07-01)

Meta Review of Systematic and Meta Analytic Reviews on Movement Differences, Effect of Movement Based Interventions, and the Underlying Neural Mechanisms in Autism Spectrum Disorder
by: Motohide eMiyahara
Published: (2013-03-01)

Inter-regional brain communication and its disturbance in autism
by: Sarah E. Schipul, et al.
Published: (2011-02-01)

Evaluation of Altered Functional Connections in Male Children With Autism Spectrum Disorders on Multiple-Site Data Optimized With Machine Learning
by: Giovanna Spera, et al.
Published: (2019-09-01)

An Umbrella Review of the Fusion of fMRI and AI in Autism
by: Daniele Giansanti
Published: (2023-11-01)

Language comprehension and brain function in individuals with an optimal outcome from autism
by: Inge-Marie Eigsti, et al.
Published: (2016-01-01)

Detection of ASD Children through Deep-Learning Application of fMRI
by: Min Feng, et al.
Published: (2023-10-01)

Multimodal data fusion of cortical-subcortical morphology and functional network connectivity in psychotic spectrum disorder
by: T.P. DeRamus, et al.
Published: (2022-01-01)

Potential Locations for Noninvasive Brain Stimulation in Treating Autism Spectrum Disorders—A Functional Connectivity Study
by: Yiting Huang, et al.
Published: (2020-05-01)

Principal Subspace of Dynamic Functional Connectivity for Diagnosis of Autism Spectrum Disorder
by: Mohammed Isam Al-Hiyali, et al.
Published: (2022-09-01)

Identification of Pathogenetic Brain Regions via Neuroimaging Data for Diagnosis of Autism Spectrum Disorders
by: Yu Wang, et al.
Published: (2022-05-01)

Role of Artificial Intelligence for Autism Diagnosis Using DTI and fMRI: A Survey
by: Eman Helmy, et al.
Published: (2023-06-01)