Darcy Flow
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
Darcy Flow 3% uniformly random measurements
2.07Coefficient Rel L2 Error
10
Darcy Flow
668.47Training Time (s)
9
Darcy Flow 97% Sparse Observation
5.18L2 Relative Error
9
Darcy Flow 97% Sparse Observation
0.025L2 Relative Error
9
Darcy Flow Full Observation
0.021L2 Relative Error
9
Darcy Flow Full Observation
1.05L2 Relative Error
9
Darcy Flow
6.57Relative L2 Error
8
Darcy flow noisy observations, sigma_y_max^2 = 0.001 (test)
0.011Test Error
8
Darcy flow noisy inputs, sigma_x_max^2 = 0.001 (test)
0.006Test Error
8
Darcy flow clean (test)
0.006Test Error
8
2D Darcy Flow
0.018Relative L2 Error
7
Darcy flow 1024 samples (test)
0.022Relative Error
7
Darcy Flow RPB (Out)
0.5Rel. Median L1 Error
7
Darcy Flow RPB (In)
0.38Relative Median L1 Error
7
Darcy Flow (test)
0.005Mean Relative L2 Error
6
Darcy Flow
27,937Total Parameters
6
Darcy Flow
7.39Max GPU Memory Usage (GB)
6
Darcy flow Super-resolution (test)
0.701L2 Relative Error
6
Darcy flow Extrapolation (test)
0.813L2 Relative Error
6
Darcy flow In-distribution (test)
0.108L2 Relative Error
6
Darcy Flow 64x64 (test)
1.1Relative L2 Error
6
Darcy Flow 64x64 (test)
1.1Relative L2 Error (%)
6
Darcy Flow 64x64
0.001Relative MSE
6
Darcy Flow 32x32
0.002Relative MSE
6
Darcy Flow 16x16
0.008Relative MSE
6