Time-series Classification on UCR 126 (test)
81.9AccuracyCF-JEPA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CF-JEPAEval (pooling·classifier)=A·L, Seeds=3, Epochs=1002026.06 | 81.9 | 3.61 | — | |
| Ts2VecEval (pooling·classifier)=M·L, Seeds=3, Epochs=1002026.06 | 80.9 | 4.61 | 0.019 | |
| SoftCLTEval (pooling·classifier)=M·L, Seeds=3, Epochs=1002026.06 | 80.8 | 4.88 | 0.006 | |
| TRepEval (pooling·classifier)=M·R, Seeds=3, Epochs=1002026.06 | 80.3 | 5.27 | 0.001 | |
| TimesURLEval (pooling·classifier)=M·L, Seeds=3, Epochs=1002026.06 | 79.4 | 4.63 | 0.001 | |
| CoSTEval (pooling·classifier)=M·L, Seeds=3, Epochs=1002026.06 | 79.1 | 5.42 | 0.001 | |
| InfoTSEval (pooling·classifier)=M·L, Seeds=3, Epochs=1002026.06 | 78.7 | 5.17 | 0.001 | |
| TS-JEPAEval (pooling·classifier)=M·R, Seeds=3, Epochs=1002026.06 | 75.5 | 6.85 | 0.001 | |
| SimMTMEval (pooling·classifier)=A·R, Seeds=3, Epochs=1002026.06 | 74.8 | 7.76 | 0.001 | |
| AutoTCLEval (pooling·classifier)=A·L, Seeds=3, Epochs=1002026.06 | 72.7 | 8.56 | 0.001 | |
| FEIEval (pooling·classifier)=A·R, Seeds=3, Epochs=1002026.06 | 68.7 | 9.24 | 0.001 |