Medical Time Series Classification on SleepEDF 5-Classes
84.18AccuracyTS-Fingerprint
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| TS-Fingerprint2026.04 | 84.18 | 74.55 | 74.36 | 74.16 | 95.37 | |
| Medformer2026.04 | 84.05 | 72.84 | 73.42 | 71.49 | 95.23 | |
| MTST2026.04 | 82.4 | 73.52 | 73.3 | 73.16 | 94.56 | |
| iTransformer2026.04 | 81.68 | 72.21 | 72.83 | 72.36 | 93.81 | |
| PatchTST2026.04 | 81.35 | 71.89 | 70.36 | 70.63 | 94.42 | |
| Crossformer2026.04 | 80.76 | 71.73 | 72.27 | 71.85 | 94.21 | |
| Nonformer2026.04 | 75.51 | 67.49 | 64.81 | 63.55 | 90.57 | |
| Informer2026.04 | 73.6 | 61.83 | 61.59 | 60.96 | 89.14 | |
| Reformer2026.04 | 72.99 | 69.61 | 59.21 | 61.92 | 92.03 | |
| Transformer2026.04 | 70.3 | 60.87 | 61.14 | 60.41 | 87.82 | |
| FEDformer2026.04 | 69.16 | 62.25 | 58.16 | 59.1 | 87.82 | |
| Autoformer2026.04 | 68.78 | 64.53 | 57.2 | 59.42 | 88.38 |