Time-Series Classification on WISDM 2
66.44AccuracyMiniRocket
Evaluation Results
| Method | Links | |
|---|---|---|
| MiniRocketEvaluation Protocol=Linear evaluation2026.05 | 66.44 | |
| SupervisedEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 64.56 | |
| Di-COTEvaluation Protocol=Linear evaluation2026.05 | 63.92 | |
| ShiFTEvaluation protocol=Linear probing, Total Training Time (h)=2.352026.06 | 63.68 | |
| CaTTEvaluation Protocol=Linear evaluation2026.05 | 63.25 | |
| SupervisedEvaluation Protocol=Linear evaluation2026.05 | 62.81 | |
| TF-CEvaluation Protocol=Linear evaluation2026.05 | 62.54 | |
| TS2VecEvaluation Protocol=Linear evaluation2026.05 | 62.39 | |
| SimMTMEvaluation Protocol=Linear evaluation2026.05 | 62.39 | |
| SoftEvaluation Protocol=Linear evaluation2026.05 | 62.29 | |
| SimCLREvaluation protocol=Linear probing, Total Training Time (h)=3.112026.06 | 62.29 | |
| InfoTSEvaluation Protocol=Linear evaluation2026.05 | 62.1 | |
| TS-TCCEvaluation Protocol=Linear evaluation2026.05 | 61.7 | |
| TNCEvaluation Protocol=Linear evaluation2026.05 | 61.16 | |
| InfoTSEvaluation protocol=Linear probing, Total Training Time (h)=2.912026.06 | 60.9 | |
| SimMTMEvaluation protocol=Linear probing, Total Training Time (h)=10.232026.06 | 60.64 | |
| CoSTEvaluation Protocol=Linear evaluation2026.05 | 60.17 | |
| Random Init.Evaluation Protocol=Linear evaluation2026.05 | 59.97 | |
| Rand Init.Evaluation protocol=Linear probing, Total Training Time (h)=<0.012026.06 | 59.96 | |
| TS2VecEvaluation protocol=Linear probing, Total Training Time (h)=3.022026.06 | 59.95 | |
| CoSTEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 56.99 | |
| TS2VecEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 56.31 | |
| Di-COTEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 56.31 | |
| TS-TCCEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 55.88 | |
| TNCEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 55.83 | |
| SoftEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 55.51 | |
| CaTTEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 54.84 | |
| SimMTMEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 54.2 | |
| TF-CEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 54.13 | |
| ShiFTTemperature (tau)=1.0, Evaluation protocol=1NN classifier, Reference set sampling=balanced 1% sample, Number of random seeds=52026.06 | 53.97 | |
| InfoTSEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 53.56 | |
| ShiFTTemperature (tau)=0.1, Evaluation protocol=1NN classifier, Reference set sampling=balanced 1% sample, Number of random seeds=52026.06 | 53.33 | |
| TS2VecEvaluation protocol=1NN classifier, Reference set sampling=balanced 1% sample, Number of random seeds=52026.06 | 53.04 | |
| InfoTSEvaluation protocol=1NN classifier, Reference set sampling=balanced 1% sample, Number of random seeds=52026.06 | 52.89 | |
| SimCLREvaluation protocol=1NN classifier, Reference set sampling=balanced 1% sample, Number of random seeds=52026.06 | 52.77 | |
| Random Init.Evaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 52.57 | |
| Rand Init.Evaluation protocol=1NN classifier, Reference set sampling=balanced 1% sample, Number of random seeds=52026.06 | 51.08 | |
| SimMTMEvaluation protocol=1NN classifier, Reference set sampling=balanced 1% sample, Number of random seeds=52026.06 | 50.67 | |
| Raw DataEvaluation Protocol=Linear evaluation2026.05 | 45.23 | |
| Random ForestEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 41.98 | |
| Raw DataEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 40.73 | |
| MiniRocketEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 40.38 | |
| Random ForestEvaluation Protocol=Linear evaluation2026.05 | 38.47 |