Disentanglement Analysis research benchmarks

Benchmarks

Dataset NameSOTA methodMetricTrendResultsLast Updated

MPI3D complex

OmniPrism

0.507DCI Score

Apr 13, 2026

3DShapes (test)

β-VAE

94.45DCI (Average)

Feb 26, 2026

CUB (test)

SODA

56.98DCI (average)

Feb 26, 2026

CelebA (test)

SODA

74.67DCI (Average)

Feb 26, 2026

CUB (full)

SODA

65.4Disentanglement

Feb 26, 2026

SmallNORB (full)

SODA

72.6Disentanglement Score

Feb 26, 2026

3DShapes (full)

β-VAE

99.87Disentanglement Score

Feb 26, 2026

MPI3D real

SODA

81.19Disentanglement Score

Feb 26, 2026

MPI3D realistic

SODA

85.19Disentanglement Score

Feb 26, 2026

MPI3D Toy

SODA

87.38Disen.

Jul 7, 2026

CLE-MV

MulMON

0.65Disentanglement

Feb 26, 2026

CLE-Aug (test)

MulMON

63Disentanglement

Feb 26, 2026