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Papers Benchmarks Datasets Tasks

Precipitation nowcasting research benchmarks · SOTA2 Research

Precipitation nowcasting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

28.68Temporal Score

98

Mar 17, 2026

WeatherBench (test)

41.43IoU

78

Mar 17, 2026

Mississippi River Basin (test)

78.4CSI

60

Mar 17, 2026

0.817SSIM

42

Jun 1, 2026

0.02TFLOPs

41

May 14, 2026

SpanLift (Inc., target)

63.12CSI (16)

23

Jun 9, 2026

MeteoNet (test)

0.66MAE

23

Mar 24, 2026

29.58CSI-35

22

Jun 4, 2026

26.619MSE

21

Jun 16, 2026

Netherlands Radar Dataset (test)

83.7Recall (Rec)

21

Jun 11, 2026

MeteoNet 100-minute forecasting 1.0 (test)

39.33CSI (Moderate)

18

May 14, 2026

SEVIR 100-minute forecasting 1.0 (test)

0.344CSI-M

18

May 14, 2026

42CSI-M

14

Feb 26, 2026

33.9CSIM

13

May 14, 2026

ERA5 5~6h forecast window

37.57IoU

13

Mar 17, 2026

ERA5 4~5h forecast window

40.49IoU

13

Mar 17, 2026

ERA5 3~4h forecast window

43.72IoU

13

Mar 17, 2026

ERA5 2~3h forecast window

45.58IoU

13

Mar 17, 2026

ERA5 1~2h forecast window

49.94IoU

13

Mar 17, 2026

ERA5 0~1h forecast window

53.78IoU

13

Mar 17, 2026

0.425CSI-M

13

Feb 26, 2026

Netherlands dataset

SmaAt-Krige-GNet

78.077F1 Score

12

Mar 20, 2026

55.63CSI (r >= 0.5)

12

Feb 26, 2026

0.435CSI (≥ 1mm/h)

11

Feb 26, 2026

Swedish Dataset

0.586CSI (0.06mm/h)

11

Feb 26, 2026

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