Brain Disorder Classification on ABIDE-120 (Five-fold cross-validation)
66.92AccuracyDeCI
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DeCI2026.02 | 66.92 | 69.09 | 66.21 | 64.02 | 63.72 | 65.99 | |
| iTransformer2026.02 | 66.27 | 71.99 | 65.4 | 63.28 | 62.33 | 65.85 | |
| Leddam2026.02 | 65.22 | 71.26 | 64.26 | 60.26 | 59.53 | 64.11 | |
| BrainNetTF2026.02 | 65.13 | 66.56 | 65.02 | 62.79 | 60.4 | 63.98 | |
| BrainOOD2026.02 | 64.72 | 63.1 | 64.84 | 63.07 | 59.88 | 63.12 | |
| PatchTST2026.02 | 61.33 | 61.98 | 59.91 | 54.08 | 58.83 | 59.23 | |
| MVHO2026.02 | 61.01 | 67.09 | 59.18 | 53.37 | 60.53 | 60.24 | |
| TimeMixer2026.02 | 59.58 | 55.42 | 57.69 | 49.78 | 58.99 | 56.29 | |
| TSMixer2026.02 | 59.57 | 57.48 | 58.15 | 51.24 | 56.14 | 56.52 | |
| TimesNet2026.02 | 58.25 | 42.74 | 56.07 | 45.52 | 58.75 | 52.27 | |
| BrainTGL2026.02 | 58.08 | 46.28 | 55.74 | 45.58 | 58.45 | 52.83 | |
| ModernTCN2026.02 | 57.35 | 51.98 | 56.5 | 47.56 | 57.77 | 54.23 | |
| PSCRAttn2026.02 | 57.34 | 59.79 | 55.88 | 47.97 | 50.44 | 54.28 | |
| SVM2026.02 | 57.28 | 47.62 | 54.92 | 47.43 | 51.01 | 51.65 | |
| MDGL2026.02 | 54.04 | 33.17 | 51.28 | 37.48 | 54.56 | 46.11 | |
| STAGIN2026.02 | 54.03 | 32.29 | 51.14 | 36.85 | 54.75 | 45.81 | |
| Random Forest2026.02 | 53.72 | 53.64 | 53.4 | 52.28 | 51.97 | 53 | |
| SimMVF2026.02 | 51.21 | 38.39 | 49.69 | 41.04 | 49.69 | 46 |