Darcy Flow
Benchmarks
TaskDatasetSOTA resultTrendResults
2d Darcy Flow (test)
0.65Test Relative Error
51
Darcy-Flow 2d (test)
0Relative MSE
33
Darcy flow (val)
1.08Relative L2 Error
31
Darcy flow (test)
0Relative MSE
30
Darcy Flow 512x512 grid sub-sampled (test)
0.007Relative L2 Error
28
Darcy Flow 64x64 resolution
0.056Relative L2 Error
27
Darcy Flow 256x256 resolution
6.66Relative L2 Error
17
Darcy Flow 128x128 resolution
6.19Relative L2 Error
17
Darcy Flow 32x32 resolution
0.033Relative L2 Error
17
Darcy Flow (val)
-3.5NLL
16
Darcy Flow 700 train and 200 test examples official FNO (test)
6.32Relative L2 Error
15
Darcy Flow
0.79Relative L2 Error
14
Darcy Flow
1.3Relative Error
13
Darcy flow
0.41RMSE
12
Darcy Flow beta = 1 (test)
0.005RMSE
12
2-D Darcy Flow
0MSE
12
Darcy Flow Noisy
12.34Error Rate
12
Darcy Flow Noisy
3.77L2 Relative Error
12
Darcy Flow (test)
0.105Relative H1 Error
12
Darcy Flow
0.013Relative Error
12
Darcy flow noisy observations, sigma_max^2 = 0.001
0.011Test Error
11
Darcy flow noisy inputs, sigma_max^2 = 0.001
0.006Test Error
11
Darcy flow clean data
0.006Test Error
11
Darcy Flow
38.41PSNR
10
Darcy Flow
1.19Data Fidelity Deviation
10