Helmholtz
Benchmarks
TaskDatasetSOTA resultTrendResults
Helmholtz Wavenumber-shift (test)
2.59L2 Relative Error
7
Helmholtz In-distribution (test)
0.003L2 Relative Error
7
Helmholtz Noisy
67.93L2 Relative Error
7
Helmholtz Noisy
16.84L2 Relative Error
7
Helmholtz Super-resolution (test)
1.82L2 Relative Error
6
Helmholtz
0.12Relative L2 Error
6
Helmholtz 256 samples (test)
0.381Relative L2 Error
6
Helmholtz (downstream)
78.3EG Score
6
Helmholtz sparse observation scenario (test)
0.021L2 Error
5
Helmholtz
2Relative L2 Error
5
Helmholtz-2D
0.014Relative L2 Error
5
Helmholtz 30% noise corruption 1.0 (test)
0.544L2 Relative Error
5
Helmholtz 30% noise corruption 1.0 (test)
9.16L2 Relative Error
5
Helmholtz 10% noise corruption
43.56L2 Relative Error
5
Helmholtz 10% noise corruption
8.05L2 Relative Error
5
Helmholtz 50% pixels noise
0.6L2 Relative Error
5
Helmholtz 50% pixels noise
12.04L2 Relative Error
5
Helmholtz 90% pixels corrupted by noise
66.93L2 Relative Error
5
Helmholtz 90% pixels corrupted by noise
16.16L2 Relative Error
5
Helmholtz (test)
1.64RE
5
Helmholtz (test)
2.46RE
5
Helmholtz full observations
0.023Relative Error
5
Helmholtz benchmark (test)
2.272Relative L2 Error
4
Helmholtz
0.002Validation L2 Error
4
Helmholtz
1Relative L2 Error
4