Multivariate Time Series Classification on StandWalkJump
61AccuracyTST
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| TST2023.11 | 61 | — | — | — | |
| FETABackbone=DeepSeek R12025.10 | 60 | — | — | — | |
| LPTM2023.11 | 58 | — | — | — | |
| ROCKETTrain size=122023.05 | 53.33 | 1.52 | 1.65 | — | |
| ROCKETTrain Size=122023.05 | 53.33 | — | — | — | |
| PatchTST2026.06 | 53.33 | — | — | 50.31 | |
| MICN2026.06 | 53.33 | — | — | 42.74 | |
| TimesNet2026.06 | 53.33 | — | — | 47.45 | |
| FETABackbone=Qwen32025.10 | 53.3 | — | — | — | |
| AnchorMoE2026.06 | 53.23 | — | — | 53.13 | |
| TARNet2023.11 | 53 | — | — | — | |
| MPTSNet2026.06 | 52.28 | — | — | 51.94 | |
| SimMTM2023.11 | 52 | — | — | — | |
| FEDformer2026.06 | 51.11 | — | — | 46.34 | |
| LightTS2026.06 | 49.08 | — | — | 48.75 | |
| MERIT2025.10 | 46.7 | — | — | — | |
| HC2Train Size=122023.05 | 46.67 | — | — | — | |
| DLinear2026.06 | 44.44 | — | — | 40.79 | |
| TimesURL2025.10 | 43.3 | — | — | — | |
| CIFTrain Size=122023.05 | 40 | — | — | — | |
| ITAvg Train=42023.05 | 40 | — | — | — | |
| FCNAvg Train=42023.05 | 40 | — | — | — | |
| ResNetAvg Train=42023.05 | 40 | — | — | — | |
| TS-TCC2025.10 | 40 | — | — | — | |
| TS2Vec2025.10 | 40 | — | — | — | |
| DeepSeek R12025.10 | 40 | — | — | — | |
| FETABackbone=LLaMA3.12025.10 | 40 | — | — | — | |
| MiniRocket2026.06 | 40 | — | — | 32.98 | |
| TSLANet2026.06 | 38.13 | — | — | 27.76 | |
| TST2025.10 | 36.7 | — | — | — | |
| T-Loss2025.10 | 36.7 | — | — | — | |
| TimesNet2023.11 | 34 | — | — | — | |
| ConvTranTrain size=122023.05 | 33.33 | 14.56 | 0.09 | — | |
| ConvTranTrain Size=122023.05 | 33.33 | — | — | — | |
| ConvTranAvg Train=42023.05 | 33.33 | — | — | — | |
| TSTAvg Train=42023.05 | 33.33 | — | — | — | |
| Disjoint-CNNAvg Train=42023.05 | 33.33 | — | — | — | |
| DTW2025.10 | 33.3 | — | — | — | |
| WEASEL+MUSE2025.10 | 33.3 | — | — | — | |
| TS-TCC2023.11 | 31 | — | — | — | |
| TS2Vec2023.11 | 28 | — | — | — | |
| Informer2023.11 | 21 | — | — | — | |
| CRT2023.11 | 11 | — | — | — | |
| Autoformer2023.11 | 10 | — | — | — | |
| MLSTM-FCNs2025.10 | 6.7 | — | — | — |