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Papers Benchmarks Datasets Tasks

CONUS dataset and benchmarks · SOTA2 Research

Research Datasets

CONUS

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Precipitation Refinement

CONUS

2.818RMSEr

15

Forest Disturbance Detection

CONUS 2017–2022 (val)

47.3F1 Score

13

Precipitation Forecasting

CONUS Mar 2023 Spring Transition

1.27Pearson Correlation Coefficient (r)

12

Precipitation Forecasting

CONUS Jun 2022 Summer Convective

0.55Correlation (r)

12

Precipitation Forecasting

CONUS Dec 2022 Winter Storm Elliott

0.89Correlation Coefficient (r)

12

Surface pressure forecasting

CONUS Mar 2023 (Spring)

99.01Correlation Coefficient (r)

12

Surface pressure forecasting

CONUS Summer Jun 2022

0.99Correlation (r)

12

Surface pressure forecasting

CONUS Winter Dec 2022

0.989Correlation Coefficient (r)

12

2-m temperature prediction

CONUS Mar 2023 Spring

0.992Correlation Coefficient (r)

9

2-m temperature prediction

CONUS Jun 2022 Summer

0.988Correlation (r)

9

2-m temperature prediction

CONUS Dec 2022 Winter

0.997Correlation Coefficient (r)

9

10-m v-wind prediction

CONUS Mar 2023 (Spring)

0.937Correlation (r)

9

10-m v-wind prediction

CONUS Summer Jun 2022

0.908Correlation (r)

9

10-m v-wind prediction

CONUS Winter Dec 2022

0.931Correlation Coefficient (r)

9

10-m u-wind prediction

CONUS Spring Mar 2023

0.943Correlation Coefficient (r)

9

10-m u-wind prediction

CONUS Summer Jun 2022

0.921Correlation (r)

9

10-m u-wind prediction

CONUS Winter Dec 2022

0.943Correlation Coefficient (r)

9

2-m specific humidity prediction

CONUS Mar 2023 (Spring) (test)

0.993Correlation (r)

6

2-m specific humidity prediction

CONUS Jun 2022 (Summer) (test)

0.986Correlation Coefficient (r)

6

2-m specific humidity prediction

CONUS Dec 2022 (Winter) (test)

0.993Correlation Coefficient (r)

6

Downward longwave radiation prediction

CONUS Spring Mar 2023

0.897Correlation Coefficient (r)

6

Downward longwave radiation prediction

CONUS Summer Jun 2022

0.902Pearson Correlation (r)

6

Downward longwave radiation prediction

CONUS Winter Dec 2022

0.898Correlation Coefficient (r)

6

Heat index modeling

CONUS summers 2010-2019 (test)

0.47Mean Absolute Bias (K)

5

Relative humidity modeling

CONUS summers 2010-2019 (test)

1.71Mean Absolute Bias (%)

5

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Multi-day frostbite episodes duration evaluation Precipitation forecasting 10-m u-wind prediction Surface pressure forecasting 10-m v-wind prediction

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