Time-series Classification on UEA 26 (test)
71.7AccuracyCF-JEPA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CF-JEPAEval (pooling·classifier)=A·L, Seeds=3, Epochs=1002026.06 | 71.7 | 3.54 | — | |
| Ts2VecEval (pooling·classifier)=A·L, Seeds=3, Epochs=1002026.06 | 70.4 | 4.94 | 0.166 | |
| SoftCLTEval (pooling·classifier)=A·L, Seeds=3, Epochs=1002026.06 | 70 | 5.29 | 0.089 | |
| TRepEval (pooling·classifier)=M·R, Seeds=3, Epochs=1002026.06 | 69.5 | 4.98 | 0.021 | |
| TimesURLEval (pooling·classifier)=A·L, Seeds=3, Epochs=1002026.06 | 68.7 | 5.44 | 0.074 | |
| CoSTEval (pooling·classifier)=M·L, Seeds=3, Epochs=1002026.06 | 68.5 | 5.65 | 0.009 | |
| InfoTSEval (pooling·classifier)=M·R, Seeds=3, Epochs=1002026.06 | 68.2 | 5.04 | 0.017 | |
| TS-JEPAEval (pooling·classifier)=A·L, Seeds=3, Epochs=1002026.06 | 67.8 | 5.38 | 0.28 | |
| AutoTCLEval (pooling·classifier)=A·L, Seeds=3, Epochs=1002026.06 | 65 | 8.13 | 0.003 | |
| SimMTMEval (pooling·classifier)=A·L, Seeds=3, Epochs=1002026.06 | 64.5 | 8.15 | 0.001 | |
| FEIEval (pooling·classifier)=A·L, Seeds=3, Epochs=1002026.06 | 52.9 | 9.44 | 0.001 |