Multivariate Time Series Classification on Insect Wingbeat
88.8AccuracySoftShape
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SoftShape2026.04 | 88.8 | — | — | — | |
| GPT4TS2026.04 | 85.2 | — | — | — | |
| TimesNet2026.04 | 73.6 | — | — | — | |
| ConvTranTrain size=250002023.05 | 71.32 | 1,617.82 | 5.47 | — | |
| ConvTranTrain Size=250002023.05 | 71.32 | — | — | — | |
| ConvTranAvg Train=25002023.05 | 71.32 | — | — | — | |
| VTBenchConfiguration=Best2026.04 | 70.4 | — | — | — | |
| VTBenchConfiguration=Default2026.04 | 70.2 | — | — | — | |
| ITAvg Train=25002023.05 | 69.56 | — | — | — | |
| TSTAvg Train=25002023.05 | 67.48 | — | — | — | |
| HC22026.04 | 66.1 | — | — | — | |
| MiniRocket2026.06 | 65.9 | — | — | 65.8 | |
| ROCKET2026.04 | 65.6 | — | — | — | |
| FCN-LSTM2026.04 | 65.3 | — | — | — | |
| AnchorMoE2026.06 | 65.06 | — | — | 64.82 | |
| ResNetAvg Train=25002023.05 | 65 | — | — | — | |
| LightTS2026.06 | 64.67 | — | — | 64.5 | |
| COTE2026.04 | 63.9 | — | — | — | |
| OS-CNN2026.04 | 63.5 | — | — | — | |
| CHIEF2026.04 | 63.2 | — | — | — | |
| Disjoint-CNNAvg Train=25002023.05 | 63.08 | — | — | — | |
| IncTime2026.04 | 62.7 | — | — | — | |
| FCNAvg Train=25002023.05 | 60.04 | — | — | — | |
| MPTSNet2026.06 | 59.67 | — | — | 56.91 | |
| TimesNet2026.06 | 59.47 | — | — | 59.2 | |
| MICN2026.06 | 58.34 | — | — | 58.02 | |
| FEDformer2026.06 | 57.15 | — | — | 56.88 | |
| TSLANet2026.06 | 56.46 | — | — | 19.23 | |
| PatchTST2026.06 | 45.86 | — | — | 45.52 | |
| ROCKETTrain size=250002023.05 | 41.82 | 5,721.04 | 41.5 | — | |
| ROCKETTrain Size=250002023.05 | 41.82 | — | — | — | |
| DLinear2026.06 | 19 | — | — | 18.2 |