Manifold
Benchmarks
TaskDatasetSOTA resultTrendResults
Manifold M10 d=2 n=2000 (uniform samples)
2.31Mean Dimension Estimate
10
Manifold M8 d=2 n=2000 (uniform samples)
2.15Mean Estimated Dimension
10
Manifold M7 (d=2) n=2000 (uniform samples)
2.44Mean Dimension Estimate
10
Manifold M6 (d=1) n=2000 (uniform samples)
1Estimated Dimension
10
Manifold M5 (d=2) n=2000 (uniform samples)
2.26Mean Dimension Estimate
10
Manifold M43 d=3 n=2000 (uniform samples)
3Mean Dimension Estimate
10
Manifold M41 d=3 n=2000 (uniform samples)
2.99Mean Dimension Estimate
10
Manifold M23 (d=20) uniform samples n=2000
19.98Mean Dimension Estimate
10
Manifold M21 (d=5) n=2000 (uniform samples)
5Mean Dimension Estimate
10
Manifold M12 (d=10) n=2000 (uniform samples)
10.92Mean Dimension Estimate
10
M10 Manifold (d=2)
2.44Estimated Dimension
10
Manifold40
92.4Accuracy
6
Manifold
1W1 Distance
5
Manifold40 (test)
898Accuracy
4
Manifold40 (test)
0.004Chamfer Distance (CD)
4