PEMS
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Traffic Forecasting | PEMS08 | RMSE10.1 | 266 | |
| Time Series Forecasting | PEMS08 | MSE0.073 | 232 | |
| Time Series Forecasting | PEMS04 | MSE0.072 | 172 | |
| Traffic Forecasting | PEMS-BAY | MAE1.0128 | 161 | |
| Traffic Forecasting | PEMS07 | MAE17.99 | 152 | |
| Short-term forecasting | PEMS03 | MAE0.147 | 146 | |
| Traffic Flow Forecasting | PEMS08 (test) | MAE12.59 | 111 | |
| Traffic Flow Forecasting | PEMS04 (test) | MAE17.54 | 111 | |
| Multivariate Time Series Forecasting | PEMS07 | MSE0.057 | 82 | |
| Multivariate Time Series Forecasting | PEMS08 | MSE0.074 | 75 | |
| Time Series Classification | PEMS-SF | Accuracy98.3 | 69 | |
| Traffic Forecasting | PEMS03 | MAE13.72 | 68 | |
| Multivariate Time Series Forecasting | PEMS03 | MSE0.059 | 66 | |
| Traffic Forecasting | PEMS04 | MAE17.8 | 63 | |
| Traffic Forecasting | PEMS07 (test) | MAE2.14 | 60 | |
| Traffic flow prediction | PeMS07 (test) | MAE18.33 | 58 | |
| Multivariate time series prediction | PEMS08 | MSE0.063 | 52 | |
| Traffic Prediction | PeMS04 to PeMS08 | MAE15.124 | 45 | |
| Multivariate Forecasting | PEMS04 | MSE0.087 | 45 | |
| Multivariate Forecasting | PEMS03 (test) | MSE0.084 | 43 | |
| Long-term forecasting | PEMS03 | MSE0.01 | 41 | |
| Multivariate time series prediction | PEMS04 | MSE0.068 | 41 | |
| Multivariate Time-series Forecasting | PEMS08 | MSE0.079 | 40 | |
| Traffic flow forecasting | PeMS08 | RMSE23.22 | 40 | |
| Spatiotemporal Forecasting | E-PEMS-BAY (test) | MAE0.916 | 36 |
Showing 25 of 111 rows