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SOTA Weather forecasting benchmarks and papers with code | Wizwand
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Weather forecasting
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
ISD 10% few-shot (test)
Real (Reference)
MSE
0.215
48
18d ago
Weather Rainfall in Australian cities
LR
CI Coverage Error
-0.19
48
1mo ago
ERA5 1.4° grid (test)
Oneforecast
RMSE
0.0549
30
1mo ago
NOAA (test)
CITRUS
rNMSE
0.04
25
1mo ago
Molene (test)
CITRUS
rNMSE
0.23
25
1mo ago
SEVIR
ARKM
CSI (M)
47.02
20
1mo ago
WeatherBench 3 Day Forecast
GSNO
Average ACC
74.9
9
1mo ago
Weather data 1.4° resolution, 128x256
EMFormer
Latency (s)
0.0983
8
25d ago
Weather data 0.25° resolution, 721x1440
FourCastNet
Latency (ms)
164
7
25d ago
WeatherBench 5 Day Forecast horizon
SHNet
ACC (2T)
88.2
6
1mo ago
WeatherBench 1 Day Forecast horizon
SHNet
ACC (2T)
96.8
6
1mo ago
WeatherBench 5 Day Forecast
SHNet
MSE (2T)
13.3
6
1mo ago
WeatherBench 3 Day Forecast
SHNet
MSE (2T)
9.08
6
1mo ago
WeatherBench 1 Day Forecast
SHNet
MSE (2T)
4.22
6
1mo ago
Weather Dataset (spatio-temporal out-of-distribution)
PredRNN
R2
0.58
6
1mo ago
Weather Dataset OOD-s (spatial out-of-distribution)
PredRNN
R2
0.54
6
1mo ago
ERA5 10-day lead time
PARADIS
z500 (Geopotential Height 500hPa)
727
5
1mo ago
ERA5 5-day lead time
PARADIS
RMSE z500
273
5
1mo ago
ERA5 1-day lead time
PARADIS
Z500
39.4
5
1mo ago
ERA5 WeatherBench 15-day forecast horizon v2 (test)
LaDCast
Zonal Wind (UW) at 500hPa
4.19
3
23d ago
Weather 720 horizon
PatchTST
MSE
0.334
3
1mo ago
Weather 336 horizon
PatchTST
MSE
0.241
3
1mo ago
Weather 192 horizon
PatchTST
MSE
0.211
3
1mo ago
Weather 96 horizon
PatchTST
MSE
0.159
3
1mo ago
ERA5 2018 (test)
WAAPO (patch-based)
PMRG
0.105
2
1mo ago
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