Brain Network Classification on UKB CORR (test)
99.22AccuracyNeuroPath
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| NeuroPathTemporal Modeling=static2024.09 | 99.22 | 99.22 | |
| BolTTemporal Modeling=static2024.09 | 99.13 | 99.13 | |
| MLPTemporal Modeling=static2024.09 | 99 | 99 | |
| GCNTemporal Modeling=static2024.09 | 99 | 99 | |
| NAGphormerTemporal Modeling=static2024.09 | 98.79 | 98.79 | |
| BNTTemporal Modeling=static2024.09 | 98.71 | 98.71 | |
| NeuroPathTemporal Modeling=dynamic2024.09 | 97.77 | 97.77 | |
| MLPTemporal Modeling=dynamic2024.09 | 97.7 | 97.69 | |
| BolTTemporal Modeling=dynamic2024.09 | 97.61 | 97.6 | |
| GCNTemporal Modeling=dynamic2024.09 | 97.54 | 97.53 | |
| BrainGNNTemporal Modeling=static2024.09 | 97.54 | 97.54 | |
| BNTTemporal Modeling=dynamic2024.09 | 97.15 | 97.15 | |
| NAGphormerTemporal Modeling=dynamic2024.09 | 96.83 | 96.82 | |
| BrainGNNTemporal Modeling=dynamic2024.09 | 95.32 | 95.3 | |
| GraphormerTemporal Modeling=static2024.09 | 92.76 | 92.67 | |
| GraphormerTemporal Modeling=dynamic2024.09 | 81.98 | 80.19 |