Multivariate Time Series Classification on PEMS-SF
100AccuracyHC2
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| HC2Train Size=2672023.05 | 100 | — | — | — | |
| CIFTrain Size=2672023.05 | 100 | — | — | — | |
| MPTSNet2026.06 | 92.86 | — | — | 92.52 | |
| AnchorMoE2026.06 | 90.72 | — | — | 89.89 | |
| LightTS2026.06 | 89.05 | — | — | 88.72 | |
| ITAvg Train=392023.05 | 89.01 | — | — | — | |
| Disjoint-CNNAvg Train=392023.05 | 89.01 | — | — | — | |
| PatchTST2026.06 | 86.51 | — | — | 85.69 | |
| MICN2026.06 | 86.35 | — | — | 86.01 | |
| FEDformer2026.06 | 85.16 | — | — | 84.48 | |
| TimesNet2026.06 | 84.97 | — | — | 84.57 | |
| FCNAvg Train=392023.05 | 83.24 | — | — | — | |
| ConvTranTrain size=2672023.05 | 82.84 | 28.08 | 0.09 | — | |
| ConvTranTrain Size=2672023.05 | 82.84 | — | — | — | |
| ConvTranAvg Train=392023.05 | 82.84 | — | — | — | |
| ROCKETTrain size=2672023.05 | 82.66 | 3.53 | 2.13 | — | |
| ROCKETTrain Size=2672023.05 | 82.66 | — | — | — | |
| MiniRocket2026.06 | 82.66 | — | — | 81.83 | |
| DLinear2026.06 | 82.27 | — | — | 81.64 | |
| TSTAvg Train=392023.05 | 75.72 | — | — | — | |
| ResNetAvg Train=392023.05 | 73.99 | — | — | — | |
| TSLANet2026.06 | 72.96 | — | — | 66.94 |