Time-Series Classification on HARTH
93.23AccuracyDi-COT
Evaluation results
| Method | Links | |
|---|---|---|
| Di-COTEvaluation Protocol=Linear evaluation2026.05 | 93.23 | |
| CaTTEvaluation Protocol=Linear evaluation2026.05 | 93.13 | |
| SupervisedEvaluation Protocol=Linear evaluation2026.05 | 92.33 | |
| TF-CEvaluation Protocol=Linear evaluation2026.05 | 92.24 | |
| TNCEvaluation Protocol=Linear evaluation2026.05 | 91.7 | |
| TS2VecEvaluation protocol=Linear probing, Total Training Time (h)=3.022026.06 | 90.49 | |
| ShiFTEvaluation protocol=Linear probing, Total Training Time (h)=2.352026.06 | 90.34 | |
| TS2VecEvaluation Protocol=Linear evaluation2026.05 | 90.27 | |
| SoftEvaluation Protocol=Linear evaluation2026.05 | 90.13 | |
| Rand Init.Evaluation protocol=Linear probing, Total Training Time (h)=<0.012026.06 | 90.01 | |
| SimMTMEvaluation protocol=Linear probing, Total Training Time (h)=10.232026.06 | 89.99 | |
| Random Init.Evaluation Protocol=Linear evaluation2026.05 | 89.78 | |
| TS-TCCEvaluation Protocol=Linear evaluation2026.05 | 89.29 | |
| CoSTEvaluation Protocol=Linear evaluation2026.05 | 88.76 | |
| Di-COTEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 87.23 | |
| TS2VecEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 86.49 | |
| SoftEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 85.78 | |
| CaTTEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 85.09 | |
| InfoTSEvaluation Protocol=Linear evaluation2026.05 | 85.01 | |
| Random ForestEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 84.59 | |
| TNCEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 83.04 | |
| SimCLREvaluation protocol=Linear probing, Total Training Time (h)=3.112026.06 | 83.02 | |
| TS-TCCEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 81.25 | |
| Random Init.Evaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 80.52 | |
| Random ForestEvaluation Protocol=Linear evaluation2026.05 | 79.45 | |
| SimMTMEvaluation Protocol=Linear evaluation2026.05 | 79.23 | |
| TF-CEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 78 | |
| InfoTSEvaluation protocol=Linear probing, Total Training Time (h)=2.912026.06 | 77.99 | |
| CoSTEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 77.44 | |
| SupervisedEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 75.37 | |
| InfoTSEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 72 | |
| SimMTMEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 68.58 | |
| Raw DataEvaluation Protocol=Linear evaluation2026.05 | 66.42 | |
| Raw DataEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 46.23 | |
| MiniRocketEvaluation Protocol=Linear evaluation2026.05 | 44.9 | |
| MiniRocketEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 19.86 |