CONUS
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Precipitation Refinement | CONUS | RMSEr2.818 | 15 | |
| Precipitation Forecasting | CONUS Mar 2023 Spring Transition | Pearson Correlation Coefficient (r)1.27 | 12 | |
| Precipitation Forecasting | CONUS Jun 2022 Summer Convective | Correlation (r)0.55 | 12 | |
| Precipitation Forecasting | CONUS Dec 2022 Winter Storm Elliott | Correlation Coefficient (r)0.89 | 12 | |
| Surface pressure forecasting | CONUS Mar 2023 (Spring) | Correlation Coefficient (r)99.01 | 12 | |
| Surface pressure forecasting | CONUS Summer Jun 2022 | Correlation (r)0.9903 | 12 | |
| Surface pressure forecasting | CONUS Winter Dec 2022 | Correlation Coefficient (r)0.989 | 12 | |
| 2-m temperature prediction | CONUS Mar 2023 Spring | Correlation Coefficient (r)0.992 | 9 | |
| 2-m temperature prediction | CONUS Jun 2022 Summer | Correlation (r)0.9882 | 9 | |
| 2-m temperature prediction | CONUS Dec 2022 Winter | Correlation Coefficient (r)0.997 | 9 | |
| 10-m v-wind prediction | CONUS Mar 2023 (Spring) | Correlation (r)0.9372 | 9 | |
| 10-m v-wind prediction | CONUS Summer Jun 2022 | Correlation (r)0.9078 | 9 | |
| 10-m v-wind prediction | CONUS Winter Dec 2022 | Correlation Coefficient (r)0.9311 | 9 | |
| 10-m u-wind prediction | CONUS Spring Mar 2023 | Correlation Coefficient (r)0.943 | 9 | |
| 10-m u-wind prediction | CONUS Summer Jun 2022 | Correlation (r)0.9213 | 9 | |
| 10-m u-wind prediction | CONUS Winter Dec 2022 | Correlation Coefficient (r)0.9426 | 9 | |
| 2-m specific humidity prediction | CONUS Mar 2023 (Spring) (test) | Correlation (r)0.9934 | 6 | |
| 2-m specific humidity prediction | CONUS Jun 2022 (Summer) (test) | Correlation Coefficient (r)0.9859 | 6 | |
| 2-m specific humidity prediction | CONUS Dec 2022 (Winter) (test) | Correlation Coefficient (r)0.9925 | 6 | |
| Downward longwave radiation prediction | CONUS Spring Mar 2023 | Correlation Coefficient (r)0.8974 | 6 | |
| Downward longwave radiation prediction | CONUS Summer Jun 2022 | Pearson Correlation (r)0.9016 | 6 | |
| Downward longwave radiation prediction | CONUS Winter Dec 2022 | Correlation Coefficient (r)0.8979 | 6 | |
| Heat index modeling | CONUS summers 2010-2019 (test) | Mean Absolute Bias (K)0.47 | 5 | |
| Relative humidity modeling | CONUS summers 2010-2019 (test) | Mean Absolute Bias (%)1.71 | 5 | |
| Sea-level pressure Downscaling | CONUS summers 2010-2019 | Mean Absolute Bias (Pa)38.88 | 5 |
Showing 25 of 37 rows