Time Series Classification on FaceDetection
79AccuracyLPTM
Evaluation results
| Method | Links | |
|---|---|---|
| LPTM2023.11 | 79 | |
| CRT2023.11 | 78 | |
| SimMTM2023.11 | 73 | |
| MTCN2026.03 | 70.8 | |
| Chimera2026.03 | 70.4 | |
| GTM2025.02 | 69.9 | |
| VI 2D Mamba2026.03 | 69.6 | |
| TransformerArchitecture=Transformer2024.05 | 69.23 | |
| GPT4TS2025.02 | 69.2 | |
| AarenArchitecture=Aaren2024.05 | 69.06 | |
| ReformerMethod Category=Transformer2022.02 | 68.6 | |
| Reformer2026.03 | 68.6 | |
| TimesNet2026.03 | 68.6 | |
| TimesNet2025.02 | 68.6 | |
| Autoformer2026.03 | 68.4 | |
| PatchTST2026.03 | 68.3 | |
| Stationary2026.03 | 68 | |
| DLinear2026.03 | 68 | |
| FlowformerMethod Category=Transformer2022.02 | 67.6 | |
| Flowformer2026.03 | 67.6 | |
| LightTS2026.03 | 67.5 | |
| TransformerMethod Category=Transformer2022.02 | 67.3 | |
| YOSO-EMethod Category=Transformer2022.02 | 67.3 | |
| cosFormerMethod Category=Transformer2022.02 | 67.1 | |
| Linear TransformerMethod Category=Transformer2022.02 | 67 | |
| PerformerMethod Category=Transformer2022.02 | 67 | |
| Informer2026.03 | 67 | |
| LETBackbone=Qwen-0.5B, Alignment depth=6, Teacher Model=TimesNet2026.02 | 66.9 | |
| LSSL2026.03 | 66.7 | |
| ConvTran2026.02 | 66.3 | |
| ETSformer2026.03 | 66.3 | |
| iTransformer2025.02 | 66.3 | |
| FEDformer2026.03 | 66 | |
| WaveFormer2026.02 | 65.8 | |
| LSTNet2026.03 | 65.7 | |
| Pyraformer2026.03 | 65.7 | |
| PatchTST2026.02 | 65.4 | |
| UNITS-SUP2025.02 | 65.4 | |
| SoftMethod Category=Transformer2022.02 | 64.8 | |
| RocketMethod Category=Classical Methods2022.02 | 64.7 | |
| TST2026.02 | 64.7 | |
| XGBoostMethod Category=Classical Methods2022.02 | 63.3 | |
| TARNet2023.11 | 63 | |
| LongformerMethod Category=Transformer2022.02 | 62.6 | |
| TST2023.11 | 62 | |
| Qwen-0.5BBackbone=Qwen-0.5B, Training=fine-tuning2026.02 | 59.2 | |
| TimesNet2023.11 | 59 | |
| ResNet2026.02 | 58.4 | |
| UNITS-PMT2025.02 | 58 | |
| LSTMMethod Category=RNN2022.02 | 57.7 | |
| LSTM2026.03 | 57.7 | |
| IT2026.02 | 57.5 | |
| TS-TCC2023.11 | 54 | |
| DTWMethod Category=Classical Methods2022.02 | 52.9 | |
| Unsupervised TCNMethod Category=TCN2022.02 | 52.8 | |
| Informer2023.11 | 51 | |
| TS2Vec2023.11 | 51 | |
| Autoformer2023.11 | 49 |