Brain Disorder Classification on Neurocon
87.67AccuracyDeCI
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DeCIProtocol=Five-fold cross-validation, Runs=52026.02 | 87.67 | 86.11 | 84.13 | 82.79 | 83.02 | 84.74 | |
| LeddamProtocol=Five-fold cross-validation, Runs=52026.02 | 83.56 | 84.72 | 80.27 | 80.13 | 78.62 | 81.46 | |
| iTransformerProtocol=Five-fold cross-validation, Runs=52026.02 | 82.78 | 80.84 | 77.07 | 75.81 | 77.33 | 78.77 | |
| BrainNetTFProtocol=Five-fold cross-validation, Runs=52026.02 | 75.11 | 74.14 | 69.87 | 66.64 | 72.49 | 71.65 | |
| TSMixerProtocol=Five-fold cross-validation, Runs=52026.02 | 73.11 | 64.53 | 64.67 | 59.97 | 62.31 | 64.92 | |
| TimeMixerProtocol=Five-fold cross-validation, Runs=52026.02 | 72.78 | 58.56 | 65.13 | 59.78 | 64.33 | 64.12 | |
| PSCRAttnProtocol=Five-fold cross-validation, Runs=52026.02 | 69.83 | 51.17 | 60 | 52.68 | 60.84 | 58.9 | |
| PatchTSTProtocol=Five-fold cross-validation, Runs=52026.02 | 69.33 | 54.5 | 60.13 | 53.59 | 59.96 | 59.5 | |
| MVHOProtocol=Five-fold cross-validation, Runs=52026.02 | 68.22 | 50.85 | 60.2 | 52.6 | 59.98 | 58.37 | |
| BrainOODProtocol=Five-fold cross-validation, Runs=52026.02 | 66.33 | 40.69 | 54.27 | 44.86 | 61.56 | 53.54 | |
| MuHLevaluation_type=Zero-shot, source_dataset=PPMI2026.06 | 65.9 | 68.1 | 57.3 | 53.7 | — | — | |
| BrainTGLProtocol=Five-fold cross-validation, Runs=52026.02 | 65.33 | 36.5 | 52.67 | 42.53 | 45.16 | 48.44 | |
| TimesNetProtocol=Five-fold cross-validation, Runs=52026.02 | 64.78 | 38.19 | 52 | 42.14 | 52.18 | 49.86 | |
| MDGLProtocol=Five-fold cross-validation, Runs=52026.02 | 63.83 | 33.85 | 50.67 | 39.9 | 53.82 | 48.41 | |
| STAGINProtocol=Five-fold cross-validation, Runs=52026.02 | 63.83 | 33.35 | 50.93 | 40.16 | 52.98 | 48.25 | |
| ALTERevaluation_type=Zero-shot, source_dataset=PPMI2026.06 | 63.8 | 63.8 | 55.3 | 51.7 | — | — | |
| HyBRiDevaluation_type=Zero-shot, source_dataset=PPMI2026.06 | 63.4 | 51.7 | 50 | 48.8 | — | — | |
| ModernTCNProtocol=Five-fold cross-validation, Runs=52026.02 | 63.33 | 61.67 | 50 | 38.77 | 50 | 52.75 | |
| BrainGBevaluation_type=Zero-shot, source_dataset=PPMI2026.06 | 62.9 | 52.5 | 51.6 | 45.1 | — | — | |
| BrainNetTFevaluation_type=Zero-shot, source_dataset=PPMI2026.06 | 62.9 | 62.7 | 55 | 50.3 | — | — | |
| Random ForestProtocol=Five-fold cross-validation, Runs=52026.02 | 61 | 58.62 | 60.93 | 56.85 | 58.18 | 59.12 | |
| dwHGCNevaluation_type=Zero-shot, source_dataset=PPMI2026.06 | 60.9 | 59.3 | 53.6 | 46.1 | — | — | |
| SVMProtocol=Five-fold cross-validation, Runs=52026.02 | 60.33 | 59.16 | 59.47 | 52.5 | 56.93 | 57.68 | |
| BQNevaluation_type=Zero-shot, source_dataset=PPMI2026.06 | 55.1 | 47.8 | 48.3 | 46.8 | — | — | |
| SimMVFProtocol=Five-fold cross-validation, Runs=52026.02 | 52.67 | 35.03 | 51.07 | 38.19 | 51.07 | 45.61 |