DG_DA_fMedical_Survey/tables/fMRI papers.md

Article	Year	Github Link/ Repo	DA/DG	Method	Dataset	Architecture	Task	Domain
Multi-site clustering and nested feature extraction for identifying autism spectrum disorder with resting-state fMRI	2022	-	DA	Domain Alignment	ABIDE	ANN	Identify Autism Spectrum Disorders	Site
Domain adaptation based on rough adjoint inconsistency and optimal transport for identifying autistic patients	2022	-	DA	Domain Alignment	ABIDE	Non-Deep	Identify Autism Spectrum Disorders	Site
Privacy preserving multi-source domain adaptation for medical data	2022	-	DA	Domain Alignment - Pseudo-label Training	ABIDE - Others	ANN	Identify Autism Spectrum Disorders	Site
Using DeepGCN to identify the autism spectrum disorder from multi-site resting-state data	2021	-	DG	Architecture Embedded	ABIDE	Graph-based	Identify Autism Spectrum Disorders	Site
A Deep Learning Approach to Predict Autism Spectrum Disorder Using Multisite Resting-State fMRI	2021	-	DG	Feature Selection	ABIDE	ANN	Identify Autism Spectrum Disorders	Site
Fader Networks for domain adaptation on fMRI: ABIDE-II study	2021	link	DA	Adversarial Feature Alignment	ABIDE	CNN - GAN - Autoencoder	Identify Autism Spectrum Disorders	Site
Identifying Autism Spectrum Disorder Based on Individual-Aware Down-Sampling and Multi-Modal Learning	2021	link	DG	Feature Selection	ABIDE	Graph-based	Identify Autism Spectrum Disorders	Site
Domain Adaptation Using a Three-Way Decision Improves the Identification of Autism Patients from Multisite fMRI Data	2021	-	DA	Pseudo-label Training	ABIDE	Non-Deep	Identify Autism Spectrum Disorders	Site
Learning shared neural manifolds from multi-subject FMRI data	2021	-	DG	Multi-source Domain Alignment - Architecture Embedded	Others	ANN	Visual Perception Analysis	Subject
Few-shot domain-adaptive anomaly detection for cross-site brain images	2021	-	DA	Adversarial Feature Alignment	HCP - Others	ANN	Anomaly Detection of Brain Images	Site
Attention module improves both performance and interpretability of 4D fMRI decoding neural network	2021	-	DG	Architecture Embedded	HCP	CNN - Attention	Decoding Cognitive States	Subject-Task-Dataset
Graph Convolutional Networks via Low-Rank Subspace for Multi-Site rs-fMRI ASD Diagnosis	2021	-	DG	Multi-source Domain Alignment	ABIDE	Graph-based	Identify Autism Spectrum Disorders	Site
Extracting Sequential Features from Dynamic Connectivity Network with rs-fMRI Data for AD Classification	2021	-	DG	Architecture Embedded	ADNI	CNN - RNN	Alzheimer’s disease (AD) classification	Subject
Multi-site fMRI analysis using privacy-preserving federated learning and domain adaptation: ABIDE results	2020	link	DA	Adversarial Feature Alignment	ABIDE	ANN	Identify Autism Spectrum Disorders	Site
Identifying Autism Spectrum Disorder With Multi-Site fMRI via Low-Rank Domain Adaptation	2020	-	DA	Instance Alignment	ABIDE	-	Identify Autism Spectrum Disorders	Site
Modelling subject variability in the spatial and temporal characteristics of functional modes	2020	-	DG	Architecture Embedded	HCP	-	Modelling subject variability	Subject
Separated Channel Attention Convolutional Neural Network (SC-CNN-Attention) to Identify ADHD in Multi-Site Rs-fMRI Dataset	2020	-	DG	Architecture Embedded	ADHD-200	CNN - Attention	ADHD classification	Site
Transport-Based Joint Distribution Alignment for Multi-site Autism Spectrum Disorder Diagnosis Using Resting-State fMRI	2020	-	DA	Domain Alignment - Classifier Alignment	ABIDE	ANN	Identify Autism Spectrum Disorders	Site
Shared Space Transfer Learning for analyzing multi-site fMRI data	2020	-	DG	Multi-source Domain Alignment	Others	Non-Deep	Decoding Cognitive States	Site
Decoding Brain States From fMRI Signals by Using Unsupervised Domain Adaptation	2020	-	DA	Domain Alignment	HCP	CNN	Decoding Cognitive States	Subject
Conditional Domain Adversarial Transfer for Robust Cross-Site ADHD Classification Using Functional MRI	2020	-	DA	Adversarial Feature Alignment	ADHD-200	ANN	ADHD classification	Site
Graph-based decoding model for functional alignment of unaligned fMRI data	2020	-	DG	Multi-source Domain Alignment - Architecture Embedded	OpenfMRI	-	Decoding Cognitive States	Subject
Improving whole-brain neural decoding of fmri with domain adaptation	2019	link	DA	Domain Alignment	OpenfMRI	ANN	Decoding Cognitive States	Dataset
Meta-modulation Network for Domain Generalization in Multi-site fMRI Classification	2021	-	DG	Meta Learning	ABIDE	-	Resting-state fMRI classification	Site
Multi-Site Diagnostic Classification of Schizophrenia Using Discriminant Deep Learning with Functional Connectivity MRI	2018	-	DG	Multi-source Domain Alignment - Architecture Embedded	Others	Non-Deep	Schizophrenia Classification	Site
Predicting Autism Spectrum Disorder Using Domain-Adaptive Cross-Site Evaluation	2018	link	DA	Feature Selection	ABIDE	Non-Deep	Identify Autism Spectrum Disorders	Site