Classification on EAST-ELM640 (test)
90.1AccuracyCrossLinear
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CrossLinearYear=20252025.08 | 90.1 | 80.2 | 79.2 | 79.2 | 97.5 | |
| HGTS-Formermode=Ours2025.08 | 89.8 | 80.8 | 78.6 | 79.7 | 96.4 | |
| Timer-XLYear=20252025.08 | 88.6 | 78.8 | 76.8 | 77.3 | 96.5 | |
| TimeXerYear=20242025.08 | 87.4 | 76.4 | 79.9 | 77.4 | 76.4 | |
| SOFTSYear=20242025.08 | 86.7 | 77.6 | 69.5 | 72.7 | 95.2 | |
| TimeFilterYear=20252025.08 | 86 | 72.9 | 76.6 | 74.7 | 95 | |
| PatchTSTYear=20232025.08 | 85.8 | 75.5 | 72.9 | 73.2 | 94.9 | |
| TimeMixerYear=20242025.08 | 85.5 | 80 | 52.7 | 56.9 | 86.9 | |
| iTransformerYear=20242025.08 | 84.7 | 72.3 | 70.3 | 70.8 | 94.5 | |
| TimerYear=20242025.08 | 82.9 | 73.4 | 64 | 68 | 92 |