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Biomass prediction on Maize
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1.79
RMSE (t/ha)
AgriPINN
1.7688
1.9119
2.055
2.1981
Jan 22, 2026
RMSE (t/ha)
Correlation Coefficient
MAE (t/ha)
p-value (Proposed vs. SOTA)
Updated 4d ago
Evaluation Results
Method
Method
Links
RMSE (t/ha)
Correlation Coefficient
MAE (t/ha)
p-value (Proposed vs. SOTA)
AgriPINN
2026.01
1.79
-
0.25
-
AgriPINN
Mode=Pre-trained
2026.01
1.81
0.92
-
-
ConvLSTM-ViT
2026.01
1.83
-
0.37
0.009
ConvLSTM-ViT
Mode=Pre-trained
2026.01
1.93
0.87
-
-
SLTF
Mode=Pre-trained
2026.01
2.06
0.81
-
-
SLTF
2026.01
2.08
-
0.29
0.021
CNN-Transformer
Mode=Pre-trained
2026.01
2.23
0.72
-
-
CNN-Transformer
2026.01
2.32
-
0.38
0.039
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