Brain Network Classification on UKB BOLD (test)
99.59AccuracyNeuroPath
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| NeuroPathTemporal Modeling=static2024.09 | 99.59 | 99.59 | |
| GCNTemporal Modeling=static2024.09 | 99.31 | 99.31 | |
| BolTTemporal Modeling=static2024.09 | 99.29 | 99.29 | |
| NAGphormerTemporal Modeling=static2024.09 | 99.22 | 99.22 | |
| MLPTemporal Modeling=static2024.09 | 99.05 | 99.05 | |
| BNTTemporal Modeling=static2024.09 | 98.64 | 98.64 | |
| BolTTemporal Modeling=dynamic2024.09 | 98.22 | 98.22 | |
| MLPTemporal Modeling=dynamic2024.09 | 96.42 | 96.42 | |
| BNTTemporal Modeling=dynamic2024.09 | 95.98 | 95.97 | |
| NeuroPathTemporal Modeling=dynamic2024.09 | 94.12 | 94.11 | |
| GCNTemporal Modeling=dynamic2024.09 | 93.39 | 93.36 | |
| NAGphormerTemporal Modeling=dynamic2024.09 | 92.9 | 92.88 | |
| BrainGNNTemporal Modeling=static2024.09 | 90.33 | 90.35 | |
| GraphormerTemporal Modeling=static2024.09 | 86.82 | 86.54 | |
| BrainGNNTemporal Modeling=dynamic2024.09 | 86.11 | 86.09 | |
| GraphormerTemporal Modeling=dynamic2024.09 | 55.56 | 50.12 |