Brain Disorder Classification on TaoWu Five-fold (cross-val)
86.5AccuracyDeCI
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DeCI2026.02 | 86.5 | 88.93 | 86.5 | 86.17 | 88.5 | 87.32 | |
| iTransformer2026.02 | 84.5 | 87.48 | 84.5 | 83.04 | 83.75 | 84.65 | |
| BrainOOD2026.02 | 78 | 81.02 | 78 | 76.3 | 80 | 78.66 | |
| Leddam2026.02 | 75 | 77.56 | 75 | 72.34 | 74.75 | 74.93 | |
| BrainNetTF2026.02 | 72.5 | 77.52 | 72.5 | 69.94 | 69 | 72.29 | |
| PSCRAttn2026.02 | 71 | 76.34 | 71 | 67.24 | 67.75 | 70.67 | |
| ModernTCN2026.02 | 66.5 | 63.71 | 66.5 | 59.56 | 62.88 | 63.83 | |
| TimeMixer2026.02 | 66 | 60.55 | 66 | 59.05 | 66.25 | 63.57 | |
| MVHO2026.02 | 65.5 | 65.98 | 65.5 | 61.23 | 66.87 | 65.02 | |
| TSMixer2026.02 | 65 | 62.78 | 65 | 58.76 | 62.5 | 62.81 | |
| TimesNet2026.02 | 64.5 | 58.3 | 64.5 | 56.63 | 62.5 | 61.29 | |
| Random Forest2026.02 | 58.5 | 60.34 | 58.5 | 55.94 | 61.5 | 58.96 | |
| BrainTGL2026.02 | 57.5 | 45.9 | 57.5 | 46.33 | 56.5 | 52.75 | |
| STAGIN2026.02 | 57.5 | 43.95 | 57.5 | 46.09 | 57.22 | 52.45 | |
| PatchTST2026.02 | 56 | 39.36 | 56 | 42.52 | 56.13 | 50 | |
| SVM2026.02 | 53.61 | 55.41 | 52.14 | 53.33 | 55 | 53.9 | |
| MDGL2026.02 | 52 | 29.74 | 52 | 36.41 | 48 | 43.63 | |
| SimMVF2026.02 | 51.5 | 39.92 | 51.5 | 41.94 | 51.5 | 47.27 |