Time Series Classification on UCR
81.95AccuracyMantis
Evaluation Results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MantisModel Family=TS Classification FMs2025.02 | 81.95 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TiConvNextModel Family=Vision FMs2025.02 | 80.29 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TiReXModel Family=TS Forecasting FMs2025.02 | 80.13 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Chronos2Model Family=TS Forecasting FMs2025.02 | 80.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Catch22+Model Family=Stats2025.02 | 79.69 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TiVIT-HModel Family=Vision FMs2025.02 | 79.43 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TabPFNModel Family=Tabular FMs2025.02 | 78.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MOMENTModel Family=TS Forecasting FMs2025.02 | 77.89 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NuTimeModel Family=TS Classification FMs2025.02 | 77.32 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TabICLModel Family=Tabular FMs2025.02 | 77.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GPT4TSregime=fine tuning, averaging=3 random seeds2026.03 | — | 49 | 35.72 | 48.95 | 50.62 | 47.19 | 76.38 | 94.44 | 80 | 81.67 | 61.67 | 85.96 | 80 | 97.18 | 57.33 | 79.3 | 100 | 62 | |
| Mantisregime=fine tuning, averaging=3 random seeds2026.03 | — | 74.33 | 77.66 | 76.19 | 79.48 | 73 | 82.1 | 99.56 | 70 | 88.33 | 90 | 98.48 | 87.22 | 97.18 | 69.71 | 78.14 | 100 | 78.13 | |
| Momentregime=fine tuning, averaging=3 random seeds2026.03 | — | 60.33 | 58.23 | 70 | 70.81 | 69.76 | 77.9 | 98 | 80 | 80 | 76.67 | 97.67 | 87.78 | 97.08 | 62.89 | 74.3 | 98.81 | 67.47 | |
| NuTimeregime=fine tuning, averaging=3 random seeds2026.03 | — | 67.33 | 73.49 | 63.86 | 71.52 | 64.19 | 83.05 | 100 | 82.22 | 88.33 | 85 | 96.52 | 84.44 | 97.38 | 67.18 | 93.02 | 100 | 81.2 | |
| Uticaregime=fine tuning, averaging=3 random seeds2026.03 | — | 67.33 | 81.59 | 73.95 | 73.9 | 69.67 | 84.57 | 100 | 78.89 | 95 | 90 | 99.93 | 83.89 | 97.96 | 72.18 | 85.17 | 100 | 77.33 |