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ResearchFormerly WizWand

Brain Functional Network Classification on ADHD-200

83.6AccuracyBrain-HGCN
63.8468.9774.179.23Sep 18, 2025
Updated 8mo ago

Evaluation results

MethodLinks
Brain-HGCNValidation=10-fold cross-validation2025.0983.680.885.890.7
MM-GTUNetsArchitecture Category=GNN-based, Validation=10-fold cross-validation2025.0981.778.881.188.7
RTGMFFArchitecture Category=Transformer-based, Validation=10-fold cross-validation2025.0980.779.581.380.4
A-GCLArchitecture Category=GNN-based, Validation=10-fold cross-validation2025.0977.876.479.477.9
MMAFNArchitecture Category=CNN-based, Validation=10-fold cross-validation2025.0977.675.273.577.4
KMGCNArchitecture Category=GNN-based, Validation=10-fold cross-validation2025.0975.272.87774.2
MCPATSArchitecture Category=Transformer-based, Validation=10-fold cross-validation2025.097464.380.472.3
BNTArchitecture Category=Transformer-based, Validation=10-fold cross-validation2025.0972.870.973.972.4
GBTArchitecture Category=Transformer-based, Validation=10-fold cross-validation2025.0970.468.171.569.8
ResNet-50Architecture Category=CNN-based, Validation=10-fold cross-validation2025.0968.557.778.167.9
BrainNetCNNArchitecture Category=CNN-based, Validation=10-fold cross-validation2025.096865.870.468.1
BrainGBArchitecture Category=GNN-based, Validation=10-fold cross-validation2025.0965.861.370.365.8
BrainGNNArchitecture Category=GNN-based, Validation=10-fold cross-validation2025.0964.767.962.765.3
VGG16Architecture Category=CNN-based, Validation=10-fold cross-validation2025.0964.659.770.365