HAR
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Time Series Classification | HAR | Accuracy98.83 | 39 | |
| Classification | HAR 5% labels | Accuracy93.14 | 19 | |
| Classification | HAR (1% labels) | Accuracy84.16 | 19 | |
| Multivariate Time Series Classification | HAR | Accuracy96.71 | 15 | |
| Classification | HAR (test) | Accuracy93.35 | 15 | |
| Classification | HAR | Accuracy92.98 | 13 | |
| Human Activity Recognition | HAR | Time per Sweep (s)7.53 | 12 | |
| Neural Architecture Search | HAR search space | Accuracy0.9612 | 10 | |
| Activity Recognition | HAR70+ | Accuracy68.2 | 9 | |
| Classification | HAR | Accuracy0.917 | 8 | |
| Imputation | HAR | MSE0.29 | 8 | |
| Time Series Imputation | HAR MNAR (test) | MSE0.29 | 8 | |
| Classification | HAR | Accuracy95.35 | 8 | |
| Human Activity Recognition | HAR-2 (test) | Test Accuracy97.2 | 8 | |
| Human Activity Recognition | HAR-2 | Accuracy96.1 | 7 | |
| Time-series Classification | HAR (test) | Accuracy90.37 | 6 | |
| Clustering | HAR original (train+test) | ACC80.1 | 6 | |
| Clustering | HAR | Time (s)0.3 | 5 | |
| Multivariate Time Series Classification | HAR UCI (test) | Accuracy96.82 | 4 | |
| Multiclass Classification | har | Accuracy99 | 2 | |
| Clustering | HAR | Metric- | 0 | |
| Imputation | HAR MCAR 10/50/90% avg (test) | Metric- | 0 |
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