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SO(3)

Benchmarks

Task NameDataset NameSOTA ResultTrend
SO(3)-equivariant point-cloud regressionSO(3) point-cloud (test)
Mean Test MSE0.0049
12
ClusteringSO(3)
ARI0.867
9
Camera StabilizationSO(3) 40% Dropout
Geodesic Error (deg)14.3
5
Camera StabilizationSO(3) 30% Dropout
Geodesic Error (deg)8
5
Camera StabilizationSO(3) 20% Dropout
Geodesic Error (deg)6.5
5
Camera StabilizationSO(3) 10% Dropout
Geodesic Error (deg)5.8
5
Camera StabilizationSO(3) 0% Dropout
Geodesic Error (deg)4.4
5
Density EstimationSynthetic SO(3) M=64 (test)
NLL0.45
5
Density EstimationSynthetic SO(3) M=32 (test)
NLL-0.21
5
Density EstimationSO(3) M=16 synthetic (test)
NLL-0.89
5
Intrinsic-geometry transportSO(3)
Plan KL0.07
3
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