Time Series Classification on UCR Time Series Classification Archive
0P-Value (Wilcoxon)BOSS
Evaluation results
| Method | Links | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BOSS2017.09 | 0 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CNN2017.09 | 0 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TSBF2017.09 | 0 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 1-NN DTW CV2017.09 | 0 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WEASEL2017.09 | 0 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EE2017.09 | 0 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| COTE2017.09 | 0 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Learning Shapelet2017.09 | 0 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LSTM-FCNFine-tuning=Disabled2017.09 | 0 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 1-NN DTW2017.09 | 0 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ResNet2017.09 | 0 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MLP2017.09 | 0 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ST2017.09 | 0.0001 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LSTM-FCNFine-tuning=Enabled2017.09 | 0.0009 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ALSTM-FCNFine-tuning=Disabled2017.09 | 0.0306 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Catch22+evaluation_mode=Zero-shot feature extraction, classifier=Logistic Regression2026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.7704 | 5 | |
| Chronos2evaluation_mode=Zero-shot feature extraction, classifier=Logistic Regression2026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.8244 | 15 | |
| Mantis+evaluation_mode=Zero-shot feature extraction, classifier=Logistic Regression2026.02 | — | 0.9281 | 0.824 | 0.7705 | 0.8356 | 0.9049 | 0.9833 | 0.7618 | 0.9582 | 0.5195 | 0.8351 | 0.487 | 0.9678 | 0.932 | 0.8866 | 0.9303 | 0.9344 | 0.9669 | 0.8667 | 0.8529 | 0.7925 | 0.3492 | 0.82 | 0.5433 | 0.9327 | 0.9135 | 1 | 0.9722 | 0.8585 | 0.8935 | 0.7415 | 0.544 | 0.82 | 0.48 | 0.9017 | 0.6978 | 0.86 | 0.94 | 0.9722 | 0.8933 | 0.8187 | 0.9733 | 0.8319 | 0.9224 | 0.9766 | 0.9514 | 0.9616 | 0.9869 | 0.99 | 0.9605 | 0.8769 | 1 | 0.9939 | 0.9948 | 0.9931 | 0.9492 | 0.8386 | 0.7557 | 0.78 | 0.9974 | 0.8519 | 0.6897 | 0.7922 | 0.7922 | 0.8497 | 0.8283 | 14 | |
| MantisV2evaluation_mode=Zero-shot feature extraction, classifier=Logistic Regression2026.02 | — | 0.9456 | 0.816 | 0.7869 | 0.863 | 0.9198 | 0.9667 | 0.7711 | 0.9582 | 0.5455 | 0.8419 | 0.513 | 0.9744 | 0.946 | 0.9393 | 0.9293 | 0.9364 | 0.9628 | 0.8667 | 0.8529 | 0.7949 | 0.355 | 0.76 | 0.5769 | 0.9087 | 0.9375 | 1 | 0.9722 | 0.839 | 0.8763 | 0.761 | 0.5253 | 0.84 | 0.5093 | 0.8967 | 0.6244 | 0.8533 | 0.92 | 0.9778 | 0.9017 | 0.7867 | 0.9733 | 0.8336 | 0.937 | 0.9733 | 0.9622 | 0.9728 | 0.9769 | 0.99 | 0.9649 | 0.9308 | 1 | 0.9991 | 0.997 | 0.9931 | 0.9506 | 0.8445 | 0.7658 | 0.7747 | 0.9969 | 0.8333 | 0.7116 | 0.7792 | 0.7922 | 0.8557 | 0.836 | 31 | |
| MOMENTevaluation_mode=Zero-shot feature extraction, classifier=Logistic Regression2026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.7984 | 9 | |
| NuTimeevaluation_mode=Zero-shot feature extraction, classifier=Logistic Regression2026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.7905 | 10 | |
| TabICLevaluation_mode=Zero-shot feature extraction, classifier=Logistic Regression2026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.7707 | 20 | |
| TabPFNevaluation_mode=Zero-shot feature extraction, classifier=Logistic Regression2026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.7806 | 28 | |
| TiConvNextevaluation_mode=Zero-shot feature extraction, classifier=Logistic Regression2026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.8347 | 31 | |
| TiRexevaluation_mode=Zero-shot feature extraction, classifier=Logistic Regression2026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.8202 | 12 | |
| TiViT-Hevaluation_mode=Zero-shot feature extraction, classifier=Logistic Regression2026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.8288 | 20 |