Time-series Classification on BCI-2b 2 classes
73.26AccuracyPatchTST
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| PatchTSTEvaluation Protocol=cross-subject2026.05 | 73.26 | 73.61 | 73.26 | 73.17 | 81.69 | 81.36 | |
| BioFormerEvaluation Protocol=cross-subject2026.05 | 72.83 | 72.92 | 72.83 | 72.81 | 80.38 | 79.98 | |
| MTSTEvaluation Protocol=cross-subject2026.05 | 71.53 | 71.63 | 71.53 | 71.5 | 79.48 | 79.27 | |
| SoftShapeEvaluation Protocol=cross-subject2026.05 | 71.28 | 71.61 | 71.28 | 71.16 | 78.48 | 77.88 | |
| ReformerEvaluation Protocol=cross-subject2026.05 | 70.9 | 71.13 | 70.9 | 70.82 | 78.34 | 77.73 | |
| TransformerEvaluation Protocol=cross-subject2026.05 | 70.86 | 70.96 | 70.86 | 70.83 | 77.82 | 77.23 | |
| NonformerEvaluation Protocol=cross-subject2026.05 | 70.71 | 71.02 | 70.71 | 70.6 | 78.79 | 78.37 | |
| CrossformerEvaluation Protocol=cross-subject2026.05 | 70.58 | 71.16 | 70.58 | 70.39 | 77.54 | 76.88 | |
| InformerEvaluation Protocol=cross-subject2026.05 | 70.57 | 70.64 | 70.57 | 70.54 | 77.86 | 77.07 | |
| MedformerEvaluation Protocol=cross-subject2026.05 | 69.4 | 69.66 | 69.4 | 69.3 | 76.03 | 75.3 | |
| iTransformerEvaluation Protocol=cross-subject2026.05 | 65.94 | 66.15 | 65.94 | 65.84 | 72.17 | 71.53 | |
| FEDformerEvaluation Protocol=cross-subject2026.05 | 60.99 | 61.18 | 60.99 | 60.82 | 66.19 | 65.37 | |
| AutoformerEvaluation Protocol=cross-subject2026.05 | 58 | 58.04 | 58 | 57.95 | 61.06 | 59.46 |