UCR
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Time Series Classification | 128 UCR datasets | Avg Accuracy94.61 | 39 | |
| Point-level Anomaly Detection | UCR | Affiliation-F176.19 | 33 | |
| Time Series Classification | UCR First Part (test) | ACSF1 Accuracy86.67 | 32 | |
| Anomaly Detection | UCR | F1 Score96.94 | 28 | |
| Anomaly Detection | UCR | Inference Throughput (scores/s)3,112,523 | 27 | |
| Time Series Anomaly Detection | UCR | VUS-PR0.332 | 25 | |
| Time Series Classification | UCR 30 | Mean Accuracy (UCR 30)89.37 | 21 | |
| Time Series Classification | UCR 12 | Average AUC-PRC92.29 | 16 | |
| Time Series Classification | UCR 128 datasets | Accuracy84.05 | 13 | |
| Time Series Classification | 12 UCR (test) | AUC-PRC84.64 | 13 | |
| Multiclass Time-series Classification | UCR WordSynonyms | Accuracy91.8 | 12 | |
| Binary Time-series Classification | UCR Herring | Accuracy80 | 12 | |
| Binary Time-series Classification | UCR Computers | Accuracy87.5 | 12 | |
| Time Series Classification | UCR 92 datasets | Mean Accuracy90 | 11 | |
| Time-series Classification | UCR 126 (test) | Accuracy81.9 | 11 | |
| Time Series Anomaly Detection | UCR (test) | F1e53.35 | 11 | |
| Anomaly Detection | UCR | Training Time (s/epoch)0.84 | 11 | |
| Time Series Classification | UCR FewShot (test) | Accuracy84 | 10 | |
| Time Series Classification | UCR | Accuracy81.95 | 10 | |
| Classification | UCR ProximalPhalanxOutlineCorrect | Accuracy76.5 | 10 | |
| Classification | UCR Earthquakes | Accuracy82.1 | 10 | |
| Time Series Classification | UCR 128 | Median Compression Ratio13,710.3 | 9 | |
| Out-of-Distribution Detection | UCR Univariate | Near-OOD AUROC94.11 | 9 | |
| Time Series Classification | UCR 112 (train) | Total Training Time (hrs)2.85 | 9 | |
| Time Series Classification | UCR 32 (held-out) | Mean Accuracy68.6 | 9 |
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