Multivariate Time Series Classification on UEA
80.9Average AccuracyCHARM
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CHARMEvaluation Protocol=fine-tuned2026.05 | 80.9 | — | — | — | — | — | — | — | — | — | — | — | 5 | 7,799 | |
| CHARMEvaluation Protocol=frozen + SVM2026.05 | 79.6 | — | — | — | — | — | — | — | — | — | — | — | 4 | 7,431 | |
| T-Rep2026.05 | 78.5 | — | — | — | — | — | — | — | — | — | — | — | 3 | 7,363 | |
| PDFTime2026.05 | 78.3 | 36.9 | 69.8 | 71.3 | 80 | 98.9 | 87.8 | 88.7 | 57.2 | 100 | 92.1 | 2.8 | — | — | |
| TS2Vec2026.05 | 78.1 | — | — | — | — | — | — | — | — | — | — | — | 2 | 7,467 | |
| MiniROCKET2026.05 | 77.6 | — | — | — | — | — | — | — | — | — | — | — | 4 | 7,569 | |
| FIC-TSC2026.05 | 76.9 | 39.2 | 68.4 | 61.6 | 81 | 99.1 | 79.2 | 90.1 | 59.4 | 99.9 | 90.2 | 3.3 | — | — | |
| TS-TCC2026.05 | 74.4 | — | — | — | — | — | — | — | — | — | — | — | 2 | 7,118 | |
| GPT22026.05 | 74 | 34.2 | 69.2 | 32.7 | 77.2 | 98.6 | 87.9 | 93.2 | 59.4 | 99.2 | 88.1 | 4.1 | — | — | |
| TimesNet2026.05 | 73.6 | 35.7 | 68.6 | 32.1 | 78 | 98.4 | 89.6 | 91.8 | 57.2 | 99 | 85.3 | 4.6 | — | — | |
| ModernTCN2026.05 | 72.9 | 36.3 | 70.8 | 30.6 | 77.2 | 89.8 | 83.8 | 93.4 | 61.7 | 98.7 | 86.7 | 4.6 | — | — | |
| T-Loss2026.05 | 72.8 | — | — | — | — | — | — | — | — | — | — | — | 3 | 7,141 | |
| NST2026.05 | 72.6 | 26.2 | 67.3 | 37.4 | 79 | 98.1 | 85.5 | 91.5 | 57.2 | 98 | 85.6 | 5.9 | — | — | |
| MOMENT2026.05 | 72.5 | — | — | — | — | — | — | — | — | — | — | — | 3 | 5,414 | |
| TSLANET2026.05 | 70.8 | 30.4 | 66.8 | 57.9 | 77.6 | 99.2 | 61.8 | 91.8 | 32.3 | 99.9 | 90.3 | 5.3 | — | — | |
| patchTST2026.05 | 68.7 | 35 | 65.6 | 18.8 | 72.7 | 95.4 | 83.2 | 81.2 | 51.1 | 98 | 85.6 | 8 | — | — | |
| ST-MEM2026.05 | 67 | 32.3 | 64.4 | 18.4 | 74.6 | 93.5 | 77 | 87.7 | 56.1 | 97 | 69.4 | 9 | — | — | |
| Fedformer2026.05 | 65.5 | 36.1 | 67.1 | 21.2 | 74.6 | 95.4 | 82.7 | 57.3 | 51.7 | 98.8 | 70.3 | 7.4 | — | — |