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SOTA Precipitation forecasting benchmarks and papers with code | Wizwand
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Precipitation forecasting
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
SEVIR (test)
IAM4VP
MSE
2.9371
47
1mo ago
Ban Nhung Basin
MP-MoE
MAE (1h)
0.357
18
4mo ago
Song Chay Basin
MP-MoE
MAE (1h)
0.282
15
4mo ago
Radar Echo
MotionRNN
CSI (Threshold 30)
67.8
14
5mo ago
CONUS Mar 2023 Spring Transition
HRRR
Pearson Correlation Coefficient (r)
1.27
12
1mo ago
CONUS Jun 2022 Summer Convective
GraphCast
Correlation (r)
0.55
12
1mo ago
CONUS Dec 2022 Winter Storm Elliott
GraphCast
Correlation Coefficient (r)
0.89
12
1mo ago
S-band radar composite reflectivity data Eastern China 6-120 min (20-frame) (test)
PredRNNv2
MAE
0.043
8
2mo ago
USA
ConvGRU
Parameters (M)
0.045
6
3mo ago
USA ERA5 (test)
Ours
POD (0.2 mm/h)
47.1
6
3mo ago
Hubei (test)
Ours
POD (20 dBZ)
41
5
3mo ago
Torrential Rain (low-level jet)
U-Net G&S
TS
0.016
4
18d ago
Torrential Rain low-level shear
U-Net G&S
TS
0.089
4
18d ago
Torrential Rain (Subtropical high)
U-Net G&S
TS
11.2
4
18d ago
Torrential Rain tropical cyclone
U-Net G&S
TS (Threat Score)
0.199
4
18d ago
Torrential Rain extratropical cyclone
U-Net G&S
TS
11.3
4
18d ago
Torrential Rain (trough)
U-Net G&S
TS
0.04
4
18d ago
WeatherBench 2
GraphCast
RMSE (0-6h)
0.57
2
4mo ago
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