Synthetic
Benchmarks
TaskDatasetSOTA resultTrendResults
Synthetic Unif distribution
1.04Relative Error (w/o attacker)
5
Synthetic
100Posterior Probability P(MCD < Ensemble) on CRPS
5
Synthetic
8.64Angle Error
5
Synthetic 2000x30-20 +15NF
77Mean Adjusted Rand Index
5
Synthetic 2000x30-10 +15NF
83Mean ARI
5
Synthetic 2000x30-5 +15NF
0.94Mean Adjusted Rand Index
5
Synthetic 2000x20-20 +10NF
66Mean ARI
5
Synthetic 2000x20-10 +10NF
78Mean ARI
5
Synthetic 2000x20-5 +10NF
87Mean Adjusted Rand Index (ARI)
5
Synthetic 1000x10-10 +5NF
51Mean ARI
5
Synthetic 1000x10-5 +5NF
0.7Mean ARI
5
Synthetic 1000x10-3 +5NF
87Mean Adjusted Rand Index (ARI)
5
Synthetic 1000x4-10 +2NF
17Mean ARI
5
Synthetic 1000x4-5 +2NF
32Mean ARI
5
Synthetic 1000x4-3 +2NF
44Mean ARI
5
Synthetic datasets
55.1Average MSE Gap (%)
5
SYNTHETIC
0.833Time-dependent C-index
5
Synthetic Ship Setting II: regular + close-up views
0.068L2 Chamfer Distance
5
Synthetic Mic Setting II: regular + close-up views
0.081L2 Chamfer Distance
5
Synthetic Lego Setting II: regular + close-up views
0.113L2 Chamfer Distance
5
Synthetic Ship Setting I: only regular views
0.07L2 Chamfer Distance
5
Synthetic Lego Setting I: only regular views
0.147L2 Chamfer Distance
5
Synthetic (balanced case, n=(80,80,80), N=20, K=3) - Mode C (test)
0.622RMSE
5
Synthetic balanced case n=(80,80,80) N=20 K=3 Mode B (test)
0.63RMSE
5
Synthetic (balanced case, n=(80,80,80), N=20, K=3) - Mode A (test)
0.612RMSE
5