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Benchmarks
PM2.5 Prediction on EEA ground monitoring stations Flat Stations T+1 2022 (σz < 50 m, N = 2096)
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8.94
RMSE
CRAN-PM
8.8644
9.3747
9.885
10.3953
Mar 12, 2026
RMSE
MAE
SSIM
Bias
Updated 2mo ago
Evaluation Results
Method
Method
Links
RMSE
MAE
SSIM
Bias
CRAN-PM
Model Type=Neural mode...
2026.03
8.94
4.86
80
-0.75
SimVP
Model Type=Neural mode...
2026.03
9.14
4.97
73
-1.05
Earthformer
Model Type=Neural mode...
2026.03
9.16
5.03
72
-1.12
ConvLSTM
Model Type=Neural mode...
2026.03
9.18
4.96
72
-1.04
TopoFlow
Model Type=Neural mode...
2026.03
9.21
4.95
74
-1.38
ClimaX
Model Type=Neural mode...
2026.03
9.22
5.01
71
-1
CAMS
Model Type=Physical model
2026.03
10.83
6.26
58
-3.81
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