Brain Network Classification on HCPA BOLD Aging (test)
95.78AccuracyBolT
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| BolTTemporal Modeling=static2024.09 | 95.78 | 95.78 | |
| NeuroPathTemporal Modeling=static2024.09 | 95.03 | 95.09 | |
| NAGphormerTemporal Modeling=static2024.09 | 94.76 | 94.76 | |
| MLPTemporal Modeling=static2024.09 | 93.42 | 93.42 | |
| GCNTemporal Modeling=static2024.09 | 92.94 | 92.98 | |
| BNTTemporal Modeling=static2024.09 | 92.57 | 92.57 | |
| BolTTemporal Modeling=dynamic2024.09 | 91.92 | 91.76 | |
| BrainGNNTemporal Modeling=static2024.09 | 89.38 | 89.38 | |
| NeuroPathTemporal Modeling=dynamic2024.09 | 87.54 | 87.03 | |
| BNTTemporal Modeling=dynamic2024.09 | 86.55 | 86.45 | |
| GCNTemporal Modeling=dynamic2024.09 | 84.6 | 83.95 | |
| MLPTemporal Modeling=dynamic2024.09 | 83.64 | 82.86 | |
| NAGphormerTemporal Modeling=dynamic2024.09 | 82.02 | 81.06 | |
| BrainGNNTemporal Modeling=dynamic2024.09 | 72.62 | 64.4 | |
| GraphormerTemporal Modeling=dynamic2024.09 | 65.01 | 57.04 | |
| GraphormerTemporal Modeling=static2024.09 | 59.63 | 53.05 |