PEMS
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Traffic Forecasting | PEMS08 | RMSE10.1 | 242 | |
| Time Series Forecasting | PEMS08 | MSE0.073 | 229 | |
| Time Series Forecasting | PEMS04 | MSE0.072 | 169 | |
| Traffic Forecasting | PEMS07 | MAE17.99 | 152 | |
| Traffic Flow Forecasting | PEMS08 (test) | MAE12.59 | 111 | |
| Traffic Flow Forecasting | PEMS04 (test) | MAE17.54 | 111 | |
| Traffic Forecasting | PEMS-BAY | MAE1.23 | 85 | |
| Multivariate Time Series Forecasting | PEMS07 | MSE0.057 | 80 | |
| Multivariate Time Series Forecasting | PEMS08 | MSE0.074 | 71 | |
| Time Series Classification | PEMS-SF | Accuracy98.3 | 69 | |
| Short-term forecasting | PEMS03 | MAE0.147 | 65 | |
| Multivariate Time Series Forecasting | PEMS03 | MSE0.059 | 64 | |
| Traffic Forecasting | PEMS04 | MAE17.8 | 63 | |
| Traffic Forecasting | PEMS07 (test) | MAE2.14 | 60 | |
| Traffic Forecasting | PEMS03 | MAE13.72 | 58 | |
| Multivariate time series prediction | PEMS08 | MSE0.063 | 52 | |
| Multivariate Forecasting | PEMS04 | MSE0.087 | 43 | |
| 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 | |
| Traffic flow prediction | PeMS07 (test) | MAE18.99 | 34 | |
| Model Selection | PEMS08 | Weighted Kendall's Tau0.505 | 32 | |
| Time-series forecasting | Pems-bay | R20.938 | 32 |
Showing 25 of 96 rows