Medical Time Series Classification on ADFTD 3-Classes
97.14Accuracy (%)Transformer
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| TransformerEvaluation Setup=subject-dependent2026.05 | 97.14 | 97.02 | 97.02 | 97.02 | 99.76 | 99.43 | |
| BioFormerEvaluation Setup=subject-dependent2026.05 | 96.72 | 96.53 | 96.63 | 96.58 | 99.71 | 99.42 | |
| NonformerEvaluation Setup=subject-dependent2026.05 | 95.89 | 95.67 | 95.77 | 95.72 | 99.57 | 99.05 | |
| InformerEvaluation Setup=subject-dependent2026.05 | 91.18 | 90.85 | 91.06 | 90.91 | 98.29 | 96.73 | |
| ReformerEvaluation Setup=subject-dependent2026.05 | 89.75 | 89.85 | 89.86 | 89.46 | 98.3 | 96.93 | |
| CrossformerEvaluation Setup=subject-dependent2026.05 | 88.98 | 88.69 | 88.47 | 88.56 | 97.44 | 95.36 | |
| SoftShapeEvaluation Setup=subject-dependent2026.05 | 88.82 | 88.21 | 88.27 | 88.22 | 97.54 | 95.13 | |
| AutoformerEvaluation Setup=subject-dependent2026.05 | 84.98 | 84.85 | 84.18 | 84.4 | 95.12 | 91.33 | |
| FEDformerEvaluation Setup=subject-dependent2026.05 | 84.18 | 83.64 | 83.56 | 83.58 | 95.36 | 91.6 | |
| MedformerEvaluation Setup=subject-dependent2026.05 | 69.58 | 72.92 | 67.04 | 67.64 | 88.04 | 79.79 | |
| PatchTSTEvaluation Setup=subject-dependent2026.05 | 66.35 | 65.36 | 65.15 | 65.11 | 83.24 | 72.36 | |
| MTSTEvaluation Setup=subject-dependent2026.05 | 65.07 | 64.27 | 63.28 | 63.49 | 81.51 | 69.77 | |
| iTransformerEvaluation Setup=subject-dependent2026.05 | 64.75 | 62.69 | 62.53 | 62.49 | 81.49 | 69.02 | |
| BioFormerEvaluation Protocol=cross-subject2026.05 | 56.73 | 54.66 | 54.6 | 53.82 | 74.74 | 58.07 | |
| SoftShapeEvaluation Protocol=cross-subject2026.05 | 54.6 | 50.33 | 49.17 | 48.91 | 70.08 | 50.9 | |
| TS-Fingerprint2026.04 | 53.91 | 51.89 | 52.1 | 51.79 | 72.11 | — | |
| Medformer2026.04 | 53.27 | 51.02 | 50.71 | 50.65 | 70.93 | — | |
| MedformerEvaluation Protocol=cross-subject2026.05 | 53.27 | 51.02 | 50.71 | 50.65 | 70.93 | 51.21 | |
| iTransformer2026.04 | 52.6 | 46.79 | 47.28 | 46.79 | 67.26 | — | |
| iTransformerEvaluation Protocol=cross-subject2026.05 | 52.6 | 46.79 | 47.28 | 46.79 | 67.26 | 49.53 | |
| Reformer2026.04 | 50.78 | 49.64 | 49.89 | 47.94 | 69.17 | — | |
| ReformerEvaluation Protocol=cross-subject2026.05 | 50.78 | 49.64 | 49.89 | 47.94 | 69.17 | 51.73 | |
| Transformer2026.04 | 50.47 | 49.13 | 48.01 | 48.09 | 67.93 | — | |
| TransformerEvaluation Protocol=cross-subject2026.05 | 50.47 | 49.13 | 48.01 | 48.09 | 67.93 | 48.93 | |
| Crossformer2026.04 | 50.45 | 45.57 | 45.88 | 45.5 | 66.45 | — | |
| CrossformerEvaluation Protocol=cross-subject2026.05 | 50.45 | 45.57 | 45.88 | 45.5 | 66.45 | 48.33 | |
| Nonformer2026.04 | 49.95 | 47.71 | 47.46 | 46.96 | 66.23 | — | |
| NonformerEvaluation Protocol=cross-subject2026.05 | 49.95 | 47.71 | 47.46 | 46.96 | 66.23 | 47.33 | |
| Informer2026.04 | 48.45 | 46.54 | 46.06 | 45.74 | 65.87 | — | |
| InformerEvaluation Protocol=cross-subject2026.05 | 48.45 | 46.54 | 46.06 | 45.74 | 65.87 | 47.6 | |
| FEDformer2026.04 | 46.3 | 46.05 | 44.22 | 43.91 | 62.62 | — | |
| FEDformerEvaluation Protocol=cross-subject2026.05 | 46.3 | 46.05 | 44.22 | 43.91 | 62.62 | 46.11 | |
| MTST2026.04 | 45.6 | 44.7 | 45.05 | 44.31 | 62.5 | — | |
| MTSTEvaluation Protocol=cross-subject2026.05 | 45.6 | 44.7 | 45.05 | 44.31 | 62.5 | 45.16 | |
| Autoformer2026.04 | 45.25 | 43.67 | 42.96 | 42.59 | 61.02 | — | |
| AutoformerEvaluation Protocol=cross-subject2026.05 | 45.25 | 43.67 | 42.96 | 42.59 | 61.02 | 43.1 | |
| PatchTST2026.04 | 44.37 | 42.4 | 42.06 | 41.97 | 60.08 | — | |
| PatchTSTEvaluation Protocol=cross-subject2026.05 | 44.37 | 42.4 | 42.06 | 41.97 | 60.08 | 42.49 |