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Spatial super-resolution on Darcy spatial super-resolution (test)
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0.0583
NRMSE
F-FNO
0.028272
0.230961
0.43365
0.636339
May 15, 2026
NRMSE
Updated 16d ago
Evaluation Results
Method
Method
Links
NRMSE
F-FNO
Input=LF solution
2026.05
0.0583
MFFM (cascade)
Input=LF solution
2026.05
0.062
DeepONet (residual)
Input=LF solution
2026.05
0.066
FNO (residual)
Input=LF solution
2026.05
0.0705
Bilinear
2026.05
0.0862
PDE-Refiner
Input=LF solution
2026.05
0.0926
FNO (direct)
Input=xi
2026.05
0.1994
DeepONet (direct)
Input=xi
2026.05
0.2467
CNO
Input=LF solution
2026.05
0.809
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