Classification on ADHD-200
84.66AccuracyLUMINA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LUMINA2026.03 | 84.66 | 86.1 | 84.9 | |
| GAT2026.03 | 83.04 | 83.9 | 81.6 | |
| GCN2026.03 | 81.71 | 81.9 | 79.6 | |
| fMRI-LM-B(Q)Type=Ours2025.11 | 78.57 | 79.48 | — | |
| BrainNetCNN2026.03 | 78.44 | 79.4 | 76.2 | |
| fMRI-LM-B(G)Type=Ours2025.11 | 75.06 | 77.14 | — | |
| BrainGNN2026.03 | 74.23 | 73.5 | 59.4 | |
| Brain-JEPAType=Foundation2025.11 | 72.04 | 65.18 | — | |
| BrainLMType=Foundation2025.11 | 71.22 | 65.21 | — | |
| FlexiBrain2026.06 | 69.76 | — | 69.85 | |
| SABERLLM-based semantic modeling=true2026.07 | 66.21 | 66.87 | — | |
| BrainMassType=Foundation2025.11 | 66.19 | 62.24 | — | |
| TABLeTT (time frames)=2562026.04 | 65.8 | 72.9 | 63 | |
| SABERliteLLM-based semantic modeling=false2026.07 | 65.12 | 65.68 | — | |
| BrainPrompt2026.07 | 64.92 | 65.37 | — | |
| SwiFTT (time frames)=502026.04 | 63.9 | 70.1 | 62.7 | |
| BNT2026.04 | 63.6 | 67.7 | 62.4 | |
| TFFT (time frames)=202026.04 | 63.3 | 70 | 60.8 | |
| SwiFTT (time frames)=202026.04 | 63.3 | 69.3 | 62.3 | |
| BrainGSL2026.07 | 63.24 | 63.88 | — | |
| BNT2026.07 | 62.87 | 63.45 | — | |
| MADEforASD2026.07 | 62.63 | 63.14 | — | |
| SwiFT2026.06 | 62.5 | — | 59.99 | |
| XGBoost2026.04 | 62.3 | 65 | 55.5 | |
| Com-BrainTF2026.07 | 62.11 | 62.74 | — | |
| HGNN2026.07 | 61.76 | 62.2 | — | |
| BrainNPT2026.07 | 61.58 | 62.09 | — | |
| BrainNetCNN2026.07 | 61.42 | 62.03 | — | |
| BrainGNN2026.07 | 60.95 | 61.88 | — | |
| BrainMass2026.06 | 60.78 | — | 60.05 | |
| Brain-JEPA2026.06 | 59.74 | — | 55.2 | |
| BrainHarmonix-F2026.06 | 59.74 | — | 58.76 | |
| NeuroSTORM2026.06 | 59.51 | — | 59.05 | |
| BrainNetCNN2026.04 | 59.2 | 64 | 54.5 | |
| SWiFTType=Supervised2025.11 | 57.7 | 58.04 | — | |
| meanMLP2026.04 | 56.8 | 61.7 | 53.2 | |
| BrainGNN2026.06 | 55.87 | — | 54.93 | |
| BrainGNNType=Supervised2025.11 | 55.67 | 56.72 | — | |
| BNTType=Supervised2025.11 | 55.54 | 57.05 | — | |
| BrainNetCNN2026.06 | 54.46 | — | 53.07 | |
| BrainNetCNNType=Supervised2025.11 | 52.19 | 56.21 | — | |
| FBNETGENType=Supervised2025.11 | 49.18 | 52.42 | — |