Time Series Classification on ECG
95.33AccuracySupervised
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SupervisedEvaluation Protocol=Linear evaluation2026.05 | 95.33 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Di-COTEvaluation Protocol=Linear evaluation2026.05 | 85.28 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CaTTEvaluation Protocol=Linear evaluation2026.05 | 80.89 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TNCEvaluation Protocol=Linear evaluation2026.05 | 75.56 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TS-TCCEvaluation Protocol=Linear evaluation2026.05 | 75.28 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TF-CEvaluation Protocol=Linear evaluation2026.05 | 74.67 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SoftEvaluation Protocol=Linear evaluation2026.05 | 73.94 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CoSTEvaluation Protocol=Linear evaluation2026.05 | 73.72 | — | — | — | — | — | — | — | — | — | — | — | — | |
| InfoTSEvaluation Protocol=Linear evaluation2026.05 | 72.28 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TS2VecEvaluation Protocol=Linear evaluation2026.05 | 71.83 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SimMTMEvaluation Protocol=Linear evaluation2026.05 | 71.33 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Random Init.Evaluation Protocol=Linear evaluation2026.05 | 68.78 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MiniRocketEvaluation Protocol=Linear evaluation2026.05 | 68.77 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Raw DataEvaluation Protocol=Linear evaluation2026.05 | 58.61 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Random ForestEvaluation Protocol=Linear evaluation2026.05 | 53.33 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DLinear2026.02 | — | 0.06 | 0.03 | 0.12 | 0.06 | — | 25 | 69 | — | — | — | — | — | |
| DVAE MLPLatent Space=DVAE, Classifier=MLP2026.02 | — | 0.11 | 0.03 | 0.14 | 0.17 | — | 43 | 87 | — | — | — | — | — | |
| DVAE TrLatent Space=DVAE, Classifier=Transformer2026.02 | — | 0.06 | 0.07 | 0.07 | 0.08 | 0.02 | 29 | 73 | — | — | — | — | — | |
| MLP2026.02 | — | 0.19 | 0.21 | 0.2 | 0.12 | — | 43 | 71 | — | — | — | — | — | |
| S4Pruning Rate=0%2026.06 | — | — | — | — | — | — | — | — | 83.25 | 283 | — | 267,654 | — | |
| S4Pruning Rate=10%2026.06 | — | — | — | — | — | — | — | — | 82.93 | 256.3 | -9.5 | 254,496 | -4.9 | |
| S4Pruning Rate=30%2026.06 | — | — | — | — | — | — | — | — | 80.59 | 201.1 | -28.9 | 228,180 | -14.8 | |
| S4Pruning Rate=50%2026.06 | — | — | — | — | — | — | — | — | 77.53 | 147.8 | -47.8 | 201,606 | -24.7 | |
| S4Pruning Rate=70%2026.06 | — | — | — | — | — | — | — | — | 58.62 | 94.1 | -66.8 | 175,290 | -34.5 | |
| S4Pruning Rate=90%2026.06 | — | — | — | — | — | — | — | — | 65.19 | 40.7 | -85.6 | 148,974 | -44.3 | |
| S4DPruning Rate=0%2026.06 | — | — | — | — | — | — | — | — | 82.53 | 52.7 | — | 202,118 | — | |
| S4DPruning Rate=10%2026.06 | — | — | — | — | — | — | — | — | 84.07 | 47.3 | -10.3 | 195,488 | -3.3 | |
| S4DPruning Rate=30%2026.06 | — | — | — | — | — | — | — | — | 86.54 | 37.3 | -29.3 | 182,228 | -9.8 | |
| S4DPruning Rate=50%2026.06 | — | — | — | — | — | — | — | — | 84.88 | 27.7 | -47.4 | 168,838 | -16.5 | |
| S4DPruning Rate=70%2026.06 | — | — | — | — | — | — | — | — | 77.97 | 18.1 | -65.6 | 155,578 | -23 | |
| S4DPruning Rate=90%2026.06 | — | — | — | — | — | — | — | — | 74.3 | 9 | -82.9 | 142,318 | -29.6 | |
| SAX MLPLatent Space=SAX, Classifier=MLP2026.02 | — | 0.07 | 0.02 | 0.07 | 0.07 | — | 40 | 87 | — | — | — | — | — | |
| TimesNet2026.02 | — | 0.07 | 0.09 | 0.11 | 0.01 | — | 39 | 69 | — | — | — | — | — | |
| TS Tr2026.02 | — | 0.09 | 0.12 | 0.04 | 0.01 | 0 | 33 | 70 | — | — | — | — | — | |
| VQ-VAE MLPLatent Space=VQ-VAE, Classifier=MLP2026.02 | — | 0.15 | 0.04 | 0.12 | 0.17 | — | 44 | 90 | — | — | — | — | — | |
| VQ-VAE TrLatent Space=VQ-VAE, Classifier=Transformer2026.02 | — | 0.11 | 0.08 | 0.14 | 0.11 | 0.06 | 36 | 76 | — | — | — | — | — |