UEA
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Multivariate Time Series Classification | UEA 30% missing rate (test) | Accuracy74.3 | 39 | |
| Time Series Classification | 18 UEA datasets Regular | Accuracy73.1 | 38 | |
| Time Series Classification | UEA 18 datasets 70% Missing | Accuracy69.7 | 34 | |
| Time Series Classification | UEA datasets average of 6 (test) | Average Test Accuracy64.3 | 32 | |
| Time Series Classification | UEA-27 (test) | ArticularyWordRecognition Accuracy99.56 | 22 | |
| Multivariate Time Series Classification | UEA | Average Accuracy80.9 | 18 | |
| Time Series Classification | 18 UEA datasets Average across scenarios | Accuracy70.8 | 18 | |
| Time Series Classification | 18 UEA datasets 50% Missing | Accuracy69.1 | 18 | |
| Time Series Classification | UEA 8 multivariate | Accuracy68.25 | 18 | |
| Multivariate Time Series Classification | UEA 10 | Accuracy64.3 | 17 | |
| Multivariate Time Series Classification | UEA Multivariate 12 datasets (test) | Average AUC-PRC90.82 | 16 | |
| Time Series Classification | UEA | Accuracy74.29 | 13 | |
| Time Series Classification | 28 UEA Datasets | Average Accuracy71.24 | 12 | |
| Anomaly Detection | UEA datasets | EPSY0.981 | 11 | |
| Time Series Anomaly Detection | UEA SAD | ROC-AUC98.9 | 11 | |
| Out-of-Distribution Detection | UEA Multivariate | Near-OOD AUROC98.23 | 9 | |
| Time-series Classification | UEA 30 datasets | Avg. Accuracy74.29 | 6 | |
| Time Series Classification | UEA 30 archive (test) | FLOPs (M)305.37 | 6 | |
| Time Series Classification | UEA (test) | Articulary Word Recognition Accuracy99.44 | 5 | |
| Multivariate Time Series Classification | UEA 90% missing rate (test) | Accuracy0.345 | 5 | |
| Multivariate Time Series Classification | UEA 60% missing rate (test) | Accuracy41.1 | 5 | |
| Multivariate Time Series Classification | UEA 30 archive | Baseline Wins15 | 5 | |
| Multivariate Time Series Classification | UEA v1 (test) | Articulary Word Recognition Accuracy99.33 | 4 |
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