Brain Network Classification on ABIDE
91.4AUROCBrain-HGCN
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Brain-HGCNValidation=10-fold cross-validation2025.09 | 91.4 | 88.3 | 87.1 | 89.7 | |
| MM-GTUNetsArchitecture Category=GNN-based, Validation=10-fold cross-validation2025.09 | 87.4 | 83.1 | 84.6 | 82.3 | |
| RTGMFFArchitecture Category=Transformer-based, Validation=10-fold cross-validation2025.09 | 86 | 86.4 | 84.5 | 87.5 | |
| A-GCLArchitecture Category=GNN-based, Validation=10-fold cross-validation2025.09 | 83.1 | 82.9 | 82.4 | 83.7 | |
| KMGCNArchitecture Category=GNN-based, Validation=10-fold cross-validation2025.09 | 82.4 | 84.7 | 83.6 | 81.3 | |
| BRAINNETTFType=Ours2022.10 | 80.2 | 71 | 72.5 | 69.3 | |
| MMAFNArchitecture Category=CNN-based, Validation=10-fold cross-validation2025.09 | 80.1 | 80.4 | 79.2 | 77.5 | |
| GBTArchitecture Category=Transformer-based, Validation=10-fold cross-validation2025.09 | 78.4 | 78 | 79.5 | 77.3 | |
| MV-BrainFMAtlases=Schaefer100, Schaefer200, AAL116, BASC1222026.03 | 77.93 | — | — | — | |
| VanillaTFType=Graph Transformer2022.10 | 76.4 | 65.2 | 66.4 | 71.1 | |
| MCPATSArchitecture Category=Transformer-based, Validation=10-fold cross-validation2025.09 | 76 | 76 | 73.2 | 78.7 | |
| METAFormerAtlases=Schaefer100, Schaefer200, AAL116, BASC1222026.03 | 75.87 | — | — | — | |
| FBNETGNNType=Learnable Network2022.10 | 75.6 | 68 | 64.7 | 62.4 | |
| AIDFusionAtlases=Schaefer100, Schaefer200, AAL116, BASC1222026.03 | 75.19 | — | — | — | |
| BrainNetCNNType=Fixed Network2022.10 | 74.9 | 67.8 | 63.8 | 71 | |
| BrainHOInput=P (static PCC connectivity matrix)2026.03 | 73.8 | 69.68 | 73.11 | 67.08 | |
| BrainHO w/o LhcInput=P (static PCC connectivity matrix)2026.03 | 73.67 | 68.89 | 67.69 | 70.58 | |
| ALTERInput=B (raw BOLD signals), P (static PCC connectivity matrix)2026.03 | 73.46 | 66.4 | 66.17 | 67.33 | |
| BNTInput=P (static PCC connectivity matrix)2026.03 | 73.32 | 66.61 | 67.18 | 66.08 | |
| Com-BrainTFInput=P (static PCC connectivity matrix)2026.03 | 73.2 | 67.69 | 69.28 | 65.78 | |
| LHDFormerInput=B (raw BOLD signals), P (static PCC connectivity matrix)2026.03 | 73.11 | 67.5 | 63.82 | 71.87 | |
| BrainHO w/o LauxInput=P (static PCC connectivity matrix)2026.03 | 72.24 | 67.2 | 69.32 | 65.39 | |
| ResNet-50Architecture Category=CNN-based, Validation=10-fold cross-validation2025.09 | 71.8 | 72.2 | 68 | 75.6 | |
| SANType=Graph Transformer2022.10 | 71.3 | 65.3 | 55.4 | 68.3 | |
| BNTArchitecture Category=Transformer-based, Validation=10-fold cross-validation2025.09 | 71.3 | 75.9 | 72.9 | 69.8 | |
| BrainHO w/o LocInput=P (static PCC connectivity matrix)2026.03 | 71.22 | 65.61 | 73.1 | 59.19 | |
| VGG16Architecture Category=CNN-based, Validation=10-fold cross-validation2025.09 | 71 | 71.3 | 73 | 69.1 | |
| BrainGNNArchitecture Category=GNN-based, Validation=10-fold cross-validation2025.09 | 69.8 | 69.3 | 66.8 | 72.7 | |
| BrainGBType=Fixed Network2022.10 | 69.7 | 63.6 | 63.7 | 60.4 | |
| DHGFormerInput=B (raw BOLD signals), P (static PCC connectivity matrix)2026.03 | 69.15 | 65.22 | 67.62 | 63.15 | |
| BrainHO w/o HAInput=P (static PCC connectivity matrix)2026.03 | 69.09 | 61.74 | 59.57 | 64.07 | |
| Baseline (standard Transformer)Input=P (static PCC connectivity matrix)2026.03 | 68.85 | 61.55 | 62.11 | 62.05 | |
| MGRLAtlases=Schaefer100, Schaefer200, AAL116, BASC1222026.03 | 66.99 | — | — | — | |
| BrainNetCNNArchitecture Category=CNN-based, Validation=10-fold cross-validation2025.09 | 66.9 | 67.3 | 63.3 | 70.5 | |
| GraphormerType=Graph Transformer2022.10 | 63.5 | 60.8 | 78.7 | 36.7 | |
| BrainGNNType=Fixed Network2022.10 | 62.4 | 59.4 | 36.7 | 70.7 | |
| BrainGBArchitecture Category=GNN-based, Validation=10-fold cross-validation2025.09 | 62 | 63.2 | 63.8 | 60.1 | |
| BrainNetGNNType=Learnable Network2022.10 | 55.3 | 51.2 | 67.7 | 33.9 | |
| DGMType=Learnable Network2022.10 | 52.7 | 60.7 | 53.8 | 51.1 | |
| BNTProtocol=10-fold cross validation2026.01 | — | 69.99 | — | — | |
| BrainGNNProtocol=10-fold cross validation2026.01 | — | 62.24 | — | — | |
| ContrastPoolProtocol=10-fold cross validation2026.01 | — | 70.72 | — | — |