Time Series Classification on UCR Archive Second Part (test)
96.99ItalyPowerDemand AccuracyTabPFN
Evaluation Results
| Method | Links | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| TabPFN2025.02 | 96.99 | 63.73 | 67.21 | 69.86 | 96.89 | 98.33 | 79.47 | 98.03 | 62.34 | 85.22 | 61.69 | 93.44 | 82.93 | 88.9 | 94.1 | 94.76 | 56.61 | 93.33 | 78.96 | 84.03 | 10.97 | 76 | 1.92 | 3.37 | 1.92 | 99.05 | 100 | 85.85 | 90.38 | 80.98 | 50.4 | 76 | 41.87 | 94.67 | 77.11 | 93.56 | 82 | 47.78 | 80.17 | 78.67 | 100 | 77.2 | 80.9 | 97.32 | 98.11 | 95.04 | 88.24 | 99 | 57.46 | 65.38 | 91 | 95.08 | 99.5 | 100 | 96.65 | 80.79 | 71.5 | 75.13 | 99.53 | 77.78 | 64.42 | 57.14 | 61.04 | 86.03 | 78.06 | 30 | |
| TabICL2025.02 | 96.31 | 69.6 | 70.49 | 73.97 | 94.84 | 93.33 | 80.79 | 98.03 | 62.99 | 83.51 | 62.34 | 92.99 | 87.67 | 87.94 | 92.72 | 94.05 | 59.5 | 90 | 56.61 | 86.13 | 13.61 | 74 | 15.38 | 25.48 | 17.31 | 99.05 | 100 | 83.9 | 92.44 | 82.93 | 49.33 | 64 | 41.07 | 88.67 | 56.89 | 83.33 | 74 | 50.56 | 79.17 | 76.27 | 100 | 67.22 | 82.79 | 97.18 | 98.38 | 94.56 | 89.45 | 98.33 | 66.67 | 81.54 | 98 | 92.54 | 90.32 | 93.75 | 96.29 | 79.84 | 71.64 | 73.79 | 99.59 | 72.22 | 59.72 | 55.84 | 57.14 | 86.53 | 77.07 | 24 | |
| TiRex2025.02 | 96.24 | 80.53 | 74.32 | 73.52 | 91.66 | 86.11 | 70.92 | 88.12 | 59.96 | 81.79 | 57.36 | 94.72 | 90.9 | 91.93 | 86.56 | 88.8 | 91.74 | 87.78 | 86.84 | 81.97 | 37.71 | 73.33 | 34.62 | 87.34 | 83.49 | 100 | 89.81 | 85.2 | 87.74 | 80.65 | 56.8 | 90 | 51.56 | 88.17 | 64.89 | 82.44 | 88 | 94.26 | 83.56 | 83.82 | 92.22 | 86.25 | 82.55 | 97.89 | 95.32 | 93.81 | 93.7 | 98.67 | 94.74 | 90.26 | 100 | 95.11 | 98.13 | 91.9 | 90.73 | 78.24 | 72.36 | 73.61 | 99.86 | 62.96 | 52.04 | 80.09 | 84.85 | 76.77 | 80.13 | 12 | |
| Chronos22025.02 | 95.59 | 87.29 | 72.68 | 65.3 | 90.16 | 93.33 | 72.46 | 89.27 | 55.84 | 87.17 | 57.14 | 94.27 | 90.19 | 93.32 | 82.95 | 86.75 | 89.53 | 85.56 | 85.91 | 83.49 | 39.36 | 68 | 33.33 | 80.61 | 67.31 | 100 | 94.07 | 85.69 | 87.06 | 79.84 | 55.02 | 87.33 | 48.71 | 89.06 | 62.59 | 82.59 | 86 | 100 | 88.39 | 83.73 | 92.89 | 66.28 | 84.75 | 98 | 94.32 | 93.81 | 97.45 | 99.33 | 92.4 | 87.69 | 100 | 93.09 | 90.8 | 99.31 | 92.29 | 80.36 | 73.44 | 74.64 | 98.5 | 87.04 | 57.11 | 76.62 | 81.39 | 81.62 | 80.02 | 15 | |
| Catch22+2025.02 | 95.37 | 81.69 | 73.22 | 76.71 | 95.55 | 92.22 | 77.37 | 95.97 | 59.52 | 81.1 | 58.44 | 93.06 | 88.27 | 88.18 | 88.77 | 90.91 | 68.32 | 84.44 | 87.52 | 82.52 | 32.16 | 69.33 | 23.72 | 89.1 | 51.28 | 100 | 99.44 | 84.72 | 86.48 | 80.33 | 54.93 | 62 | 52.71 | 92.72 | 86.15 | 88.37 | 84.67 | 97.04 | 82.06 | 83.02 | 98.67 | 83.97 | 88.35 | 97.02 | 93.33 | 91.15 | 96.18 | 99.22 | 85.53 | 78.46 | 100 | 85.84 | 99.35 | 93.98 | 94.54 | 80.62 | 72.48 | 75.19 | 99.88 | 63.58 | 63.9 | 72.29 | 81.82 | 82.89 | 79.69 | 14 | |
| MOMENT2025.02 | 94.82 | 73.42 | 78.69 | 73.52 | 91.64 | 92.22 | 71.4 | 86.43 | 56.49 | 85.8 | 57.79 | 91.66 | 85.06 | 88.95 | 88.63 | 91.04 | 75.21 | 88.89 | 73.93 | 82.25 | 29.38 | 58.67 | 10.74 | 53.69 | 44.07 | 99.68 | 94.07 | 83.41 | 86.03 | 81.14 | 54.93 | 83.33 | 42.84 | 77.78 | 42.52 | 65.04 | 84 | 95.93 | 83.22 | 71.11 | 95.78 | 85.41 | 82.79 | 97.68 | 95.68 | 92.11 | 93.77 | 95.78 | 93.13 | 84.62 | 99 | 94.85 | 91.58 | 98.38 | 91.62 | 79.38 | 71.39 | 73.39 | 98.78 | 75.31 | 61.86 | 73.59 | 80.09 | 83.69 | 77.89 | 2 | |
| TiConvNext2025.02 | 92.48 | 87.02 | 74.32 | 73.06 | 83.87 | 86.67 | 73.68 | 81.95 | 62.99 | 81.56 | 56.93 | 95.64 | 91.82 | 90.55 | 82.44 | 86.92 | 97.93 | 85.56 | 89.2 | 79.49 | 37.45 | 82 | 57.69 | 90.87 | 71.31 | 100 | 90.74 | 85.37 | 83.28 | 79.19 | 59.11 | 90 | 53.96 | 87.17 | 59.7 | 82.37 | 82.67 | 100 | 84.44 | 83.02 | 92.67 | 76.43 | 91.85 | 98.03 | 94.14 | 93.76 | 97.59 | 99.78 | 86.11 | 85.13 | 100 | 98.3 | 96.93 | 99.07 | 87.02 | 79.92 | 76.33 | 75.62 | 99.93 | 66.05 | 55.69 | 80.09 | 82.25 | 81.44 | 80.29 | 21 | |
| Mantis2025.02 | 92.48 | 76.62 | 72.68 | 72.15 | 88.87 | 91.11 | 75.22 | 95.13 | 58.01 | 83.39 | 53.25 | 94.67 | 91.57 | 93.1 | 86.4 | 88.67 | 93.53 | 86.67 | 81.87 | 82.4 | 36.41 | 78.67 | 49.04 | 93.43 | 89.74 | 100 | 96.48 | 82.93 | 86.71 | 82.11 | 56.36 | 82 | 45.96 | 91.39 | 73.11 | 83.41 | 93.33 | 95.93 | 87 | 83.73 | 95.11 | 82.31 | 92.2 | 98.06 | 95.95 | 95.47 | 96.98 | 99 | 95.47 | 88.21 | 100 | 99.56 | 98.19 | 98.15 | 88.48 | 81.3 | 75.72 | 75.87 | 99.44 | 80.86 | 61.81 | 75.76 | 81.82 | 84.8 | 81.95 | 28 | |
| TiViT-H2025.02 | 87.76 | 81.6 | 75.96 | 74.89 | 90.32 | 83.89 | 75.04 | 80.74 | 60.39 | 82.47 | 55.19 | 95.13 | 91.9 | 85.86 | 81.37 | 87.55 | 94.63 | 57.78 | 87.09 | 79.6 | 35.5 | 82 | 47.44 | 81.73 | 67.95 | 100 | 89.07 | 85.37 | 85.11 | 77.72 | 54.67 | 89.33 | 54.49 | 83.94 | 53.7 | 78.22 | 84.67 | 100 | 86.78 | 82.84 | 93.33 | 78.76 | 90.38 | 97.88 | 92.7 | 94.08 | 97.79 | 99.56 | 94.15 | 85.64 | 100 | 99.36 | 94.74 | 98.61 | 86.37 | 79.48 | 73.9 | 74.3 | 99.53 | 51.23 | 56.74 | 83.12 | 83.55 | 80.91 | 79.43 | 14 | |
| NuTime2025.02 | 87.37 | 75.56 | 67.76 | 65.75 | 83.11 | 92.78 | 71.32 | 91.72 | 60.61 | 78.92 | 52.81 | 93.81 | 90.8 | 94.81 | 78 | 81.75 | 80.03 | 70 | 77.65 | 77.66 | 29.13 | 66.67 | 34.78 | 93.59 | 82.85 | 100 | 93.33 | 85.04 | 83.73 | 81.46 | 53.69 | 65.33 | 50.58 | 85.61 | 67.56 | 76.22 | 91.33 | 92.04 | 83.94 | 81.96 | 87.33 | 80.92 | 83.91 | 97.9 | 93.6 | 92.21 | 93.87 | 97.22 | 84.36 | 73.85 | 99 | 91.66 | 85.02 | 93.52 | 88.82 | 81.25 | 73.91 | 75.18 | 99.35 | 70.99 | 53.03 | 72.29 | 78.35 | 82.07 | 77.32 | 7 |