Time Series Classification on UWaveGestureLibrary
94.4AccuracyRocket
Evaluation results
| Method | Links | |
|---|---|---|
| RocketMethod Category=Classical Methods2022.02 | 94.4 | |
| Rocket2024.11 | 94.4 | |
| LPTM2023.11 | 94 | |
| HC2Train Size=1202023.05 | 92.81 | |
| CIFTrain Size=1202023.05 | 92.5 | |
| TS-TCC2023.11 | 92 | |
| ROCKETTrain Size=1202023.05 | 91.88 | |
| TSLANet2024.11 | 91.2 | |
| TS2Vec2023.11 | 91 | |
| DTWMethod Category=Classical Methods2022.02 | 90.3 | |
| VI 2D Mamba2026.03 | 90 | |
| GTM2025.02 | 89.3 | |
| ConvTranTrain Size=1202023.05 | 89.06 | |
| Unsupervised TCNMethod Category=TCN2022.02 | 88.4 | |
| YOSO-EMethod Category=Transformer2022.02 | 88.4 | |
| TCN2024.11 | 88.4 | |
| GPT4TS2024.11 | 88.1 | |
| GPT4TS2025.02 | 88.1 | |
| LSTNet2026.03 | 87.8 | |
| LongformerMethod Category=Transformer2022.02 | 87.5 | |
| Non-stationary Transformer2024.11 | 87.5 | |
| Stationary2026.03 | 87.5 | |
| TARNet2023.11 | 87 | |
| MTCN2026.03 | 86.7 | |
| Chimera2026.03 | 86.7 | |
| FlowformerMethod Category=Transformer2022.02 | 86.6 | |
| Flowformer2024.11 | 86.6 | |
| Flowformer2026.03 | 86.6 | |
| Autoformer2023.11 | 86 | |
| TST2023.11 | 86 | |
| Autoformer2024.11 | 85.9 | |
| LSSL2026.03 | 85.9 | |
| Autoformer2026.03 | 85.9 | |
| iTransformer2025.02 | 85.9 | |
| PatchTST2026.03 | 85.8 | |
| TransformerMethod Category=Transformer2022.02 | 85.6 | |
| ReformerMethod Category=Transformer2022.02 | 85.6 | |
| SoftMethod Category=Transformer2022.02 | 85.6 | |
| Transformer2024.11 | 85.6 | |
| Reformer2024.11 | 85.6 | |
| Peri-midFormer2024.11 | 85.6 | |
| Reformer2026.03 | 85.6 | |
| Informer2026.03 | 85.6 | |
| PerformerMethod Category=Transformer2022.02 | 85.3 | |
| FEDformer2024.11 | 85.3 | |
| TimesNet2024.11 | 85.3 | |
| FEDformer2026.03 | 85.3 | |
| TimesNet2026.03 | 85.3 | |
| UNITS-PMT2025.02 | 85.3 | |
| TimesNet2025.02 | 85.3 | |
| Linear TransformerMethod Category=Transformer2022.02 | 85 | |
| cosFormerMethod Category=Transformer2022.02 | 85 | |
| ETSformer2024.11 | 85 | |
| ETSformer2026.03 | 85 | |
| Pyraformer2024.11 | 83.4 | |
| Pyraformer2026.03 | 83.4 | |
| LETBackbone=Qwen-0.5B, Alignment depth=6, Teacher Model=TimesNet2026.02 | 82.2 | |
| UNITS-SUP2025.02 | 82.2 | |
| DLinear2024.11 | 82.1 | |
| DLinear2026.03 | 82.1 | |
| TimesNet2023.11 | 82 | |
| CRT2023.11 | 82 | |
| PatchTST2024.11 | 81.7 | |
| LightTS2024.11 | 80.3 | |
| LightTS2026.03 | 80.3 | |
| Informer2023.11 | 79 | |
| XGBoostMethod Category=Classical Methods2022.02 | 75.9 | |
| SimMTM2023.11 | 74 | |
| Qwen-0.5BBackbone=Qwen-0.5B, Training=fine-tuning2026.02 | 67.5 | |
| LSTMMethod Category=RNN2022.02 | 41.2 | |
| LSTM2026.03 | 41.2 |