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ResearchFormerly WizWand

Spatial super-resolution on Darcy spatial super-resolution (test)

0.0583NRMSEF-FNO
0.0282720.2309610.433650.636339May 15, 2026
Updated 5mo ago

Evaluation results

MethodLinks
F-FNOInput=LF solution2026.050.0583
MFFM (cascade)Input=LF solution2026.050.062
DeepONet (residual)Input=LF solution2026.050.066
FNO (residual)Input=LF solution2026.050.0705
Bilinear2026.050.0862
PDE-RefinerInput=LF solution2026.050.0926
FNO (direct)Input=xi2026.050.1994
DeepONet (direct)Input=xi2026.050.2467
CNOInput=LF solution2026.050.809