PEMS
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Traffic Forecasting | PEMS08 | RMSE21.06 | 166 | |
| Time Series Forecasting | PEMS08 | MSE0.079 | 103 | |
| Traffic Forecasting | PEMS07 | MAE17.99 | 94 | |
| Time Series Forecasting | PEMS04 | MSE0.088 | 71 | |
| Traffic Flow Forecasting | PEMS08 (test) | MAE14.63 | 66 | |
| Traffic Flow Forecasting | PEMS04 (test) | MAE18 | 66 | |
| Multivariate time series prediction | PEMS08 | MSE0.063 | 52 | |
| Time Series Classification | PEMS-SF | Accuracy98.3 | 45 | |
| Multivariate Forecasting | PEMS03 (test) | MSE0.084 | 43 | |
| Short-term forecasting | PEMS03 | MSE0.049 | 41 | |
| Multivariate time series prediction | PEMS04 | MSE0.068 | 41 | |
| Traffic Forecasting | PEMS-BAY | MAE1.23 | 35 | |
| Traffic flow prediction | PeMS07 (test) | MAE18.99 | 34 | |
| Time-series forecasting | Pems-bay | R20.938 | 32 | |
| Multivariate Forecasting | PEMS07 (test) | MSE0.068 | 32 | |
| Traffic Forecasting | PEMS-03 Long-term (24 -> 24avg) | MAE13.82 | 30 | |
| Multivariate Time Series Forecasting | PEMS08 | MSE0.074 | 30 | |
| Multivariate Time Series Forecasting | PEMS07 | MSE0.057 | 30 | |
| Short-term Forecasting | PEMS07 (test) | MSE0.075 | 27 | |
| Traffic Forecasting | PEMS07 (test) | MAE2.14 | 27 | |
| Traffic flow forecasting | PeMS08 | RMSE23.22 | 26 | |
| Traffic Forecasting | PEMS04 | MAE (15min)17.25 | 25 | |
| Traffic Forecasting | PEMS03 | MAE (15min)13.09 | 25 | |
| Forecasting | PEMS-BAY | WAPE0.039 | 24 | |
| Traffic forecasting | PeMS (Average of PeMSD3, PeMSD4, PeMSD7, PeMSD8, PeMSD7(M), PeMSD7(L)) v1 (test) | MAE12.65 | 22 |
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