Time Series Classification on 128 UCR datasets
94.61Avg AccuracyPDFTime
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| PDFTime2026.05 | 94.61 | — | — | 2.5938 | — | — | 80 | — | |
| SoftShape2026.05 | 93.26 | — | — | 2.9609 | — | — | 26 | — | |
| TSLANet2026.05 | 92.1 | — | — | 3.4688 | — | — | 16 | — | |
| InceptionTimeFramework=w/ APTF2026.02 | 86.73 | 74 | 34 | — | — | — | — | — | |
| InceptionTimeFramework=Original2026.02 | 85.9 | — | — | — | — | — | — | — | |
| OSCNNFramework=w/ APTF2026.02 | 85.37 | 65 | 40 | — | — | — | — | — | |
| SARC2026.05 | 85.08 | — | — | 5.6094 | — | — | 10 | — | |
| OSCNNFramework=Original2026.02 | 84.82 | — | — | — | — | — | — | — | |
| ROCKET2026.05 | 84.5 | — | — | 5.625 | — | — | 11 | — | |
| INSHAPE2026.05 | 84.05 | — | — | 2.395 | — | — | 46 | 105 | |
| INSHAPE2026.05 | 84.05 | — | — | — | — | — | — | — | |
| SoftShapeModel version=full version2026.05 | 84 | — | — | — | — | — | — | — | |
| TimesNet2026.05 | 83.67 | — | — | 5.8516 | — | — | 6 | — | |
| ROCKET + SRBackbone=ROCKET, Wrapper=Spectral Routing2026.04 | 83.6 | — | — | 1.2 | — | — | — | — | |
| InceptionTime2026.05 | 83.52 | — | — | 6.1875 | — | — | 7 | — | |
| ROCKET2026.04 | 82.7 | — | — | 1.8 | — | — | — | — | |
| PatchTST2026.05 | 82.55 | — | — | 5.6641 | — | — | 11 | — | |
| TEST2026.05 | 82.12 | — | — | 5.8594 | — | — | 22 | — | |
| Average (Baselines Summary)Framework=w/ APTF2026.02 | 81.93 | 75 | 31 | — | — | — | — | — | |
| RF + Spec. Rte.Backbone=Random Forest, Wrapper=Spectral Routing2026.04 | 81.7 | — | — | 2.7 | — | — | — | — | |
| FCNetFramework=w/ APTF2026.02 | 81.21 | 82 | 22 | — | — | — | — | — | |
| ResNetFramework=w/ APTF2026.02 | 81.04 | 86 | 25 | — | — | — | — | — | |
| Average (Baselines Summary)Framework=Original2026.02 | 80.97 | — | — | — | — | — | — | — | |
| Time Series Forest2026.04 | 80.5 | — | — | 3.5 | — | — | — | — | |
| ResNetFramework=Original2026.02 | 79.93 | — | — | — | — | — | — | — | |
| InterpGNModel version=full version2026.05 | 79.88 | — | — | — | — | — | — | — | |
| FCNetFramework=Original2026.02 | 79.82 | — | — | — | — | — | — | — | |
| Stat. Bootstrap2026.04 | 79.4 | — | — | 4.2 | — | — | — | — | |
| Auto-BB (Heur.)Description=heuristic block bootstrap2026.04 | 79.1 | — | — | 4.8 | — | — | — | — | |
| Lag-Thinning2026.04 | 78.7 | — | — | 5.3 | — | — | — | — | |
| Rand. Forest2026.04 | 78.4 | — | — | 5.8 | — | — | — | — | |
| Soft Shape2026.05 | 78.2 | — | — | 3.105 | 82 | 46 | 0 | 84 | |
| FormerTimeFramework=w/ APTF2026.02 | 75.31 | 69 | 33 | — | — | — | — | — | |
| ShapeConv2026.05 | 74.79 | — | — | 4.117 | 108 | 20 | 9 | 50 | |
| FormerTimeFramework=Original2026.02 | 74.42 | — | — | — | — | — | — | — | |
| SBM2026.05 | 73.75 | — | — | 3.938 | 98 | 30 | 29 | 49 | |
| ShapeNet2026.05 | 72.13 | — | — | 4.371 | 93 | 35 | 30 | 46 | |
| SVP-T2026.05 | 70.18 | — | — | 4.277 | 102 | 26 | 16 | 48 | |
| LTS2026.05 | 62.62 | — | — | 5.797 | 116 | 12 | 2 | 11 |