Brain Network Classification on REST-meta-MDD
70.13AccuracyHLBG
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| HLBGModel Category=MB2026.07 | 70.13 | — | 73.54 | 65.78 | |
| CAGTModel Category=GT2026.07 | 68.23 | — | 71.57 | 64.11 | |
| GBTModel Category=GT2026.07 | 67.04 | — | 70.25 | 64.88 | |
| MambaModel Category=MB2026.07 | 67.02 | — | 71.92 | 61.21 | |
| ALTERModel Category=GT2026.07 | 66.93 | — | 71.7 | 61.32 | |
| GraphMambaModel Category=MB2026.07 | 66.22 | — | 70.66 | 60.35 | |
| BrainGNNModel Category=GNN2026.07 | 65.79 | — | 64.35 | 34.25 | |
| Com-BrainTFModel Category=GT2026.07 | 65.42 | — | 67.59 | 63.21 | |
| BrainNetTFModel Category=GT2026.07 | 65.33 | — | 67.77 | 62.54 | |
| BrainUSLModel Category=GNN2026.07 | 65 | — | 71.49 | 56.59 | |
| BrainHOInput=P (static PCC connectivity matrix)2026.03 | 64.71 | 68.83 | 67.43 | 61.51 | |
| ALTERInput=B (raw BOLD signals), P (static PCC connectivity matrix)2026.03 | 63.95 | 68.91 | 64.94 | 62.75 | |
| LHDFormerInput=B (raw BOLD signals), P (static PCC connectivity matrix)2026.03 | 63.95 | 69.96 | 65.08 | 62.79 | |
| ContrasformerModel Category=GT2026.07 | 63.3 | — | 63.95 | 50.9 | |
| BNTInput=P (static PCC connectivity matrix)2026.03 | 63.28 | 69.08 | 65.03 | 61.41 | |
| Com-BrainTFInput=P (static PCC connectivity matrix)2026.03 | 63.24 | 68.73 | 60.93 | 66.21 | |
| COREType=Brain Networks, Protocol=LOSO2026.05 | 62.81 | 67.44 | — | — | |
| BrainIBModel Category=GNN2026.07 | 62.73 | — | 68.41 | 56.16 | |
| IBGNNModel Category=GNN2026.07 | 62.1 | — | 69.05 | 54.07 | |
| vanillaTFModel Category=GT2026.07 | 61.73 | — | 64.22 | 52.1 | |
| DHGFormerInput=B (raw BOLD signals), P (static PCC connectivity matrix)2026.03 | 61.6 | 65.18 | 64.73 | 58.01 | |
| GraphGPSModel Category=GT2026.07 | 61.09 | — | 65.56 | 53.45 | |
| GINEModel Category=GNN2026.07 | 60.97 | — | 61.62 | 63.18 | |
| BrainOODType=Brain Networks, Protocol=LOSO2026.05 | 58.45 | 63.22 | — | — | |
| BrainNetTFType=Brain Networks, Protocol=LOSO2026.05 | 58.2 | 61.5 | — | — | |
| CORALType=OOD, Protocol=LOSO2026.05 | 57.2 | 60.4 | — | — | |
| FC-HGNNType=Brain Networks, Protocol=LOSO2026.05 | 56.78 | 58.69 | — | — | |
| GCNType=GNN, Protocol=LOSO2026.05 | 56.3 | 60.6 | — | — | |
| XG-GNNType=Brain Networks, Protocol=LOSO2026.05 | 56.24 | 60.08 | — | — | |
| GATType=GNN, Protocol=LOSO2026.05 | 56.2 | 60 | — | — | |
| DeCIType=Brain Networks, Protocol=LOSO2026.05 | 56.18 | 54.38 | — | — | |
| GSATType=Graph OOD, Protocol=LOSO2026.05 | 54.8 | 57.4 | — | — | |
| AGMGCType=Brain Networks, Protocol=LOSO2026.05 | 54.74 | 59.06 | — | — | |
| IRMType=OOD, Protocol=LOSO2026.05 | 54.2 | 58.6 | — | — | |
| DiSCOType=Graph OOD, Protocol=LOSO2026.05 | 54.08 | 57.95 | — | — | |
| GINType=GNN, Protocol=LOSO2026.05 | 53.5 | 56.6 | — | — | |
| DisCType=Graph OOD, Protocol=LOSO2026.05 | 53.3 | 56.2 | — | — | |
| CEPGType=Graph OOD, Protocol=LOSO2026.05 | 52.96 | 53.98 | — | — |